{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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er8fulQAAAMLGvT8AAAB3If8BAAC4B9kPAADAXch/4XFqx6OT9Kqy8sWLF+ucc86hqDzGfFqJ+Sf/jI7+fUOHDtWll16qq6++Wueff748ntj/ZuClS5fq9ddflyQNHDhQ//7v/27zRgAAOzk1yHLhAgAA4C7kP5yM5o2rdOD5/5PZ1WnZjLiBg5V5x7cV13+QZTMiIRjs0pIlr1pWWN6vX6bOPfc6JSQkWXI+AMD5Qh1Nat3xproayqM615M4QEnZl8jXZ3hU5wIAAGfbWVOpxVvXaFfMlZZP08xRkxTn692l5dz7AwAAcJee5D/TNLV79z4FAsUqDBRr3bqtCgaDVq1qu/T0PpozZ5oK/HmaM2ea+vRJsXslAACAU8K9PwAAAHch/wEAALgH2Q8AAMBdyH/hcWrHo5P0qrLyyy+/XG+++WbEy8o/rWw7Uj6rtDucxzvBiZ7jp/1zGDBggK655hrddNNNOuussyz/8wAAIBKcGmS5cAEAAHAX8h9OVtuuMlU/9aBCLU2WzfCkpGnw7d9SwvBsy2ZEgvWF5Rk699zrKSwHAHwq0zTVcWCt2nZ/KIWsezORE4nPmK7EEefI8CZEdS4AAHC2w6Xla7Wrdp/dq3RL+Vdp+axeXFrOvT8AAAB3iWT+a2pq0apVG1QYWKuiohLV1R2K1Joxx+vxaMrUcSrw58nvz1N29nBerwAAAGIe9/4AAADchfwHAADgHmQ/AAAAdyH/hcepHY9O0mvKyrds2aIpU6bYvcbnOpl/3EfK1qP9Ta52fip8Xnn5kV/PzMzUDTfcoC9+8YvKy8uL1noAAJwypwZZLlwAAADchfyHU9FZU6Wqx3+nroMHLJthxMUr46avKXlinmUzIuFwYflr2rdvhyXnU1gOADgZwbaDat0+X8HmyqjONeL6KCnrAsX1Gx/VuQAAwPl21uzTktI12lkTQ6Xl8Yk6bew0zcyapHhfnN3rRBT3/gAAANzFqvwXCoW0tXSHAoXFKgwUa+tWa74+FisGZw5Uvj9XBf48zZgxRQkJ8XavBAAAcBzu/QEAALgL+Q8AAMA9yH4AAADuQv4Lj1M7Hp2k15SVf/nLX9ajjz5qydmGYcjn88nr9crn83X/3Ov1yuPxdP/8yN8bhiHDMLp/fuSvR8765M9LSkq6P2aapuLj4zVhwgQFg0GFQiEFg8Hjft7V1aXW1la1tbWps7Ozx8/vVETjU+aTO52ouHzGjBn66le/qptvvlkpKSmW7wQAwKlwapDlwgUAAMBdyH84VcGmQ6p+8gG17ym3bohhaMAVtyltzjnWzYiAYLBLS5e+pspKCssBAPYxzZDaKz9Se+VyyQxFdbav30QljTpfnvjUqM4FAADOt6t2nxZvXaudNdF905XPkvyv0vJZvai0nHt/AAAA7hKt/FdbW6+iFSUKFBZr5ar1amlpi9jZsSY+Pk4zZkyW35+nAv90DR5MjgYAALGBe38AAADuQv4DAABwD7IfAACAu5D/wuPUjkcn6RVl5cFgUPfdd588Ho+SkpKUlJSk5ORkJSUlKSEhQYmJicf8iI+PV0JCguLj47t/JCQkKC4u7rgfPp/vlMu8T9XRZeamaSorK0vl5Sdf9mOaptra2rp/tLe3q7GxUYcOHTruR0NDgw4dOqSampruHwcOHFBNTY1aW1s/c87J/HOw4tPp84rLU1JSdNNNN+muu+7SjBkzIj4fAIBwODXIcuECAADgLuQ/hCPU0a4Dzz2ili3Fls5JP+tS9Tv/Wsvvz/YEheUAgFjR1bRPreXzFWqrje5gb4KSRpyruEG5Mf3/bAAAEJt21VZpydY12kFpuSW49wcAAOAuduS/zs4urV+/VYWBYgUKi7W7Yp8lc2JFdtZw+QvyVODP05Qp4+Tzee1eCQAAuBT3/gAAANyF/AcAAOAeZD8AAAB3If+Fx6kdj07SK8rKna6nZeWR0traqpqaGlVWVmrPnj3au3dv91+P/LyiokKdnZ0nfPxnFRBE6tPs6BmfLC2XpLPOOkvf/e53dckll0RkHgAA4XJqkOXCBQAAwF3IfwiXGQqp9o1/qrHoQ0vnpOT6Neiaf5Ph81k6pycOF5a/rspKa+7p9u07SOeee70SE5MtOR8A0HuYoU61VSxSR/WqqM/29hmppOyL5U3sH/XZAADA+XbXVmlxDJaWF4zJ0ezsyY4tLefeHwAAgLvEQv7bu7f6cHF5oFjFxZvV2Xn8Pr1Famqy5syeJn9BnvLn5Kpv3z52rwQAAFwkFrIfAAAAoof8BwAA4B5kPwAAAHch/4XHqR2PTkJZeQyIlbLykxEKhbR7925t3779mB9lZWXaunWrOjo6jvn9n1ZgHolPuxMVlx/52IQJE/Sd73xHt912m+Lj43s8CwCAU+XUIMuFCwAAgLuQ/9ATpmmqYenbqnv3BUvnJI6eqIwvfFPepNgt66awHAAQSzobdqi1/E2ZnY3RHWx4lTDsDCUMzpfh8UZ3NgAA6BV211ZpSelalR/Ya/cq3ZxcWs69PwAAAHeJtfzX0tKmNWs2dpeX19TURX2HaDEMQ5MmjVGBP08FBdM1duzIT30dBQAAQCTEWvYDAACAtch/AAAA7kH2AwAAcBfyX3ic2vHoJJSVxwAnlZV/lmAwqLKyMm3cuFEbNmzo/mtpaalCoVD374t0gfmJSsuPfDwzM1P333+/vvKVr1BaDgCIKqcGWS5cAAAA3IX8h0hoKgnowEuPSsHjP5ciJS5jmAbfcZ98fQdYNqOngsEuLVs2X3v3brfkfArLAQCnwuxqVevO99R58Ph7lFbzJGUoKfti+VKHRn02AADoHSoOVmvx1jUxVVqeFJ+ggjHTNDt7khJ8zvgeJO79AQAAuEss5z/TNLVt224FAsUqDBRr06ZtYb92wAkGDeynfH+eCvx5mjFjipKTE+1eCQAA9DKxnP0AAAAQeeQ/AAAA9yD7AQAAuAv5LzxO7Xh0EsrKY0BvKSv/NM3NzVqzZo1WrVqllStXatWqVdq2bdsxv+eTBeaRLC43DEPDhg3Tj3/8Y33pS1+S1+sN62wAAE6FU4MsFy4AAADuQv5DpLTu2KL9T/1RobYWy2Z4+/RV5u33KWHoSMtm9JT1heUDde65N1BYDgA4aR21m9S6810p2BblyYbiM2cpcfhcGV5nlHkCAIDYU3GwWku2rtX2A3vsXqVbUlyCCsbmaHb25JgvLefeHwAAgLs4Kf/V1zdqxYoSFQaKtWLFOjU1Wfc1RrvFxfmUlzdJ/n+Vlw8blmn3SgAAoBdwUvYDAABAz5H/AAAA3IPsBwAA4C7kv/A4tePRSSgrjwG9vaz8ROrr67V8+XItXrxYixcv1po1axQMBrt/vafl5Z9WWp6VlaX/+q//0m233daD7QEA+HxODbJcuAAAALgL+Q+R1LF/r6oe/72C9bWWzTASEpX5hbuVNHaKZTN6KhgMatmy1yksBwDEjFDHIbXufFdd9ds+/zdHmBGfrqSsCxXXd0zUZwMAgN5jz8H9Wly6Rtv3x1ZpuX9MjuZkT1ZCXGyWlnPvDwAAwF2cmv+6uoLauKlMgcJiFQaKtWNH7OR+K4wcMUT+gsPF5Tk5ExQX57N7JQAA4EBOzX4AAAAID/kPAADAPch+AAAA7kL+C49TOx6dhLLyGODGsvJPampq0vLly7Vo0SK9/fbbWrduXfev9aS4/NNKy2fOnKkHHnhABQUFPdwcAIATc2qQ5cIFAADAXch/iLSuQ/WqfuL36ti327ohHq8GXv1F9ZlxhnUzeigYDGr58vnas8eaUtj09IGaN+96JSamWHI+AKD3MU1TB3etlLdmuYxQW9Tnxw2YosSR58kTx5ttAACA8O2p268lW9doWwyVlifGJahgzFTNyZ4Sc6Xl3PsDAABwl96S/6qqahQoKlagsFir12xUR0en3StZJjk5UbNn5chfkKf8ObkaMKCv3SsBAACH6C3ZDwAAACeH/AcAAOAeZD8AAAB3If+Fx6kdj05CWXkMoKz8eJWVlXrrrbf01ltvacGCBWpsbJQUfnH5p5WW33zzzfrVr36lYcOGRWhzAAAOc2qQ5cIFAADAXch/sEKovVX7n3lYrWXrLZ3T99wr1ffcK4+7ZxgrrC8sH6B5826gsBwAcNJqamrU1d6suPqV8jWXRX2+4UtS4sh5ihswNWb//w0AAJxhb91+Ld66Vtv2V9i9SrfEuAT5/1VanhgjpeXc+wMAAHCX3pj/2ts7tHbtJhUGDpeXV1XX2L2SpSZMyFaBP0/+gjxNGJ8tj8dj90oAACBG9cbsBwAAgE9H/gMAAHAPsh8AAIC7kP/C49SORyehrDwGUFb+2To7O7Vo0SI999xzevXVV3Xw4EFJ4RWXH/3P+cjfJycn6/7779f3vvc9+Xy+CG8PAHArpwZZLlwAAADchfwHq5jBLtW89oSaVi+1dE7qzDM18MrbZXhj874eheUAgFhydPbztFUq7uBH8nQ1Rn0PX1qWkrIvliehb9RnAwCA3mVv3X4tKV2rsupYKi2Pl390juaMtr+0nHt/AAAA7tLb859pmtq5c+/h4vJAsTasL1UwFLJ7Lcv075euOfnTVOCfrlmzpio1NdnulQAAQAzp7dkPAAAAxyL/AQAAuAfZDwAAwF3If+Fxasejk1BWHgMoKz95XV1d+uCDD/Tcc8/ptddeU319vaRji8vDLS3PycnRY489phkzZkR+cQCA6zg1yHLhAgAA4C7kP1jJNE3VL5yv+gWvWDonadxUZdz8dXkSkiydE67DheVvaM+eMkvOp7AcAHCyjst+oS75DhXLd2iDDEX5S8aeOCUOm6v4wbNkGJ7ozgYAAL3O3roDWlK6JuZKy/NHT1X+6ClKjEuwZQfu/QEAALiL2/JfY2OzVq5cr8JAsYqKStTQEP03ZowWr9eradMmqMCfJ78/TyNHDjnm9RMAAMB93Jb9AAAA3I78BwAA4B5kPwAAAHch/4XHqR2PTkJZeQz4ZFn5kCFDtHfvXpu3in0dHR165ZVX9Nhjj2nBggUKhUI9Li33+Xz69re/rZ/85CdKSLDnhYIAgN7BqUGWCxcAAAB3If8hGhrXLFPNK/+QQkHLZsQPGanM278lX1o/y2b0RCgU1LJl1haWn3vuDUpKorAcAPDpPjX7BRuUWP+Rgs1VUd/JmzxYSdmXyJuSGfXZAACg96msP6AlW9eqtHq33at0S/DFyz/GntJy7v0BAAC4i5vzXzAY0uYt2xUoLFagqFhlZbvsXslSQ4dmyO/PU4E/T7m5E5WQEG/3SgAAIMrcnP0AAADciPwHAADgHmQ/AAAAdyH/hcepHY9OQll5DPhkWXm/fv1UW1tr81bOUlFRoccee0z/+Mc/tGvX4W8uPtni8k8WlhuGoXHjxunvf/+7CgoKLNwaANCbOTXIcuECAADgLuQ/REvrto2qfvpPMtvbLJvh7TtAg2+/T/GZwyyb0ROhUFDLl7+higoKywEA9vis7DdgQH91VK1S294lUqgzypsZShiSr4RhZ8jwxEV5NgAA6I0q62u0pHSNSqtiq7Q8f/QU+cdMjVppOff+AAAA3IX897EDBw4qUFSiQGGxVq/eoNa2drtXskxiYoJmzpwivz9P/vxcZWQMsHslAAAQBWQ/AAAAdyH/AQAAuAfZDwAAwF3If+Fxasejk1BWHgM+WVaenJyspqYmm7dyJtM0NX/+fP3+97/X4sWLJYVfWu7z+fQf//Ef+uEPf3jMGQAAnAynBlkuXAAAANyF/Idoat+3W9WP/17BxnrLZngSk5Rxyz1KGj3Rshk9YXVheVpaf82bdyOF5QCAEzqZ7Bdqr1frjnfUdWhHtNeTJ6GvkrIvli8tK+qzAQBA77SvvkZLStdqa9Uuu1fpluCLU/7oqcofPVVJ8daWlnPvDwAAwF3IfyfW0dGpkpItKgysVaCwWHsr99u9kqXGjhkpf0GeCvx5mjRprLxej90rAQAAC5D9AAAA3IX8BwAA4B5kPwAAAHch/4XHqR2PTkJZeQz4ZFm51+tVZ2enzVs537p16/S73/1Ozz77rDo6Ok6qtPyTv8cwDJ111ll68sknNWzYMMt3BgD0Hk4Nsly4AAAAuAv5D9HWVV+rqid+r87qvdYN8fo06NovKTW3wLoZPXC4sPxNVVSUWnI+heUAgE9zstnPNE111m5U2+4PZHa1RnNFSVLcwGlKHHmuPL6kqM8GAAC9076GGi3ZGnul5XNGT5V/9BQlxSdaMoN7fwAAAO5C/vt8pmmqomKfCgPFCgSKVVKyVcFg0O61LJOelqo5c6bJX5CnObOnKS0t1e6VAABAhJD9AAAA3IX8BwAA4B5kPwAAAHch/4XHqR2PTkJZeQz4ZFm5YRjq6OiQ1+u1ebPeYf/+/frtb3+rhx56SM3NzadUWn7k1wcMGKDHHntMl19+ufULAwB6BacGWS5cAAAA3IX8BzuE2lpU/c8/qa18s6Vz+l1wndLnXnLM/cBYEQoF9dFHb2r3bisLy29QUhKFAwCAj51q9gt1tqht9wfqrI3+/UzDl6zEURcorv/EmPx/OQAAcKaqhlot2bpGW2KotDzeF6f80VPkHz014qXl3PsDAABwF/LfqWtubtGqVRtUGChWUaBEB+sa7F7JMh6PoSlTxqnAnyd/wXSNzh7OvVcAAByM7AcAAOAu5D8AAAD3IPsBAAC4C/kvPE7teHQSyspjwInKyvft26eMjAybN+tdamtr9etf/1oPPfSQmpqaPre0/JOF5YZh6Pvf/75+8YtfRGdhAICjOTXIcuECAADgLuQ/2MXs6lLNK39XU/FHls7pM+ccDbjsFhkx+MaQFJYDAKIt3OzXWV+u1p3vyOyIflGPr+9YJY26UJ6EtKjPBgAAvVdVQ62WlK7Vln077V6lW7wvTnOyp8g/ZqqSI1Razr0/AAAAdyH/9UwoFFJp6U4FAsUqDBRry5Zyu1eyVGbmAOXn56nAn6cZMyYrMTHB7pUAAMApIPsBAAC4C/kPAADAPch+AAAA7kL+C49TOx6dhLLyGHCisvLi4mLl5OTYvFnvdPDgQf3mN7/Rgw8+qJaWluNKyT/pk382l156qf75z3+qT58+UdsZAOA8Tg2yXLgAAAC4C/kPdjJNU3UfvKyGRW9YOid5Yp4G3XiXPPGx9wL7UCj0r8LyrZacT2E5AOBoPcl+ZrBDbXuWqKN6laQof3nZE6/EEWcpPmOGDMMT3dkAAKBXq/5XafnmWCot98ZpzujJ8o/J6XFpOff+AAAA3IX8F1kHDzaoqKhEhYFirVq1Xs3NrXavZJn4+DhNnz5ZBf48+f15GjJkkN0rAQCAz0H2AwAAcBfyHwAAgHuQ/QAAANyF/Bcep3Y8Ogll5THgRGXl77zzjs4//3ybN+vd9u3bp/vvv19PPvmkQqHQZ5aWf/LPZ+LEiXr99dc1ZsyYqO4MAHAOpwZZLlwAAADchfyHWHBoxSLVzn9SCoUsmxE/LFuDb79X3tR0y2aEy+rC8j59+mnevBuVnExhOQC4XSSyX1dTpVp3vK1Q6/5Ir/e5vKnDlJR1sbzJFOUAAIDIOlxaXqzN+3bYvUq3eG+cZo+erILROUpOCK+0nHt/AAAA7kL+s05XV5fWrS9VoLBYhYFi7d5dafdKlsrKGia/P08F/jxNnTpOPp/P7pUAAMAnkP0AAADchfwHAADgHmQ/AAAAdyH/hcepHY9OQll5DDhRWfnjjz+uW2+91ebN3KG4uFjf+c53tHDhwu4/B+nTS8uPfLxv37564YUXNG/evKjtCgBwDqcGWS5cAAAA3IX8h1jRsrVE+599WGZHu2UzfP0GKfOO+xQ/aIhlM8IVCoVUWPiWdu3aYsn5FJYDAKTIZT8zFFR71Qq1710qmcFIrvj5DI8ShhQoYehpMjwU5AAAgMiqPnRQS0vXalNl7JSWx3l9mpM9RQVjTr20nHt/AAAA7kL+i57Kyv0qDBQrULhWa4s3q7Pz+H/uvUVqSrJmz8mR358nf36u+vZNs3slAAAgsh8AAIDbkP8AAADcg+wHAADgLuS/8Di149FJPHYvgBOrqqqyewXXyMvL04IFC/Taa69p5MiR3WXkRxeXH3GkTN4wDNXX1+uSSy7RP//5z2ivDAAAAAAAAPQqyRNyNeTO78ubat2L27vqDmjfX36htl1lls0Il8fjUUHBJRo1aqIl5zc21mnBgufU0tJoyfkAAHcxPF4lDi1Qas6d8vYZGd3hZkjtlcvVtOExdTVWRHc2AADo9TLT+uu6WfN019nXaPLQbLvXkSR1Bru0fFuJHvjgWX2waYWa21vtXgkAAABwvaFDM3TtNRfo17/+d81//RH98hf36fLLz9Gggf3sXi3imppbtHBhkf77v/+iq67+hr729f/SE0+8qtKynd2vuwAAAAAAAAAAAAAAAAAAAL0HZeUxatu2bXav4DqXX365Nm3apO985zvyer2S1F1MfrSjy8w7Ozt1++2369e//nXU9wUAAAAAAAB6k4RhWRry1R8pbtAQy2aEWptV9dj/qnnDKstmhOvjwvJJlpx/uLD8eQrLAQAR403sr5SJX1BS9iWSNzGqs0NttWre/JRad74js6stqrMBAEDvl9FdWn6tpgwdbfc6kg6Xln+0bZ0e/OA5SssBAACAGJKUlKjTT5+p737n3/TCCw/q0b/9Qnfeeb2mTh0nj8f4/AMcxDRNbdq0TY8+9qK+/OUf6brr79H//vpvWrp0lVpauE8LAAAAAAAAAAAAAAAAAEBvYJhHmpdhG4/H012IbZqmDMPQmWeeqUWLFtm7mIuVlJToq1/9qlasWHHMn83RPvlndvfdd+uBBx6I+q4AgNg0ZcoUbdq06biPT548WRs3brRho5NTU1Ojrq6u4z7u8/k0cOBAGzYCAACAlch/iEXBliZV//OPat9Zat0Qw1D/i29U+ukXWjcjTKFQSIWFb2vXrs2WnJ+a2lfnnXejkpP7WHI+ACB2WZn9Qh1Natv9vjoPbunROeEw4lKVlHWh4vqNj/psAADgDgca67SkdK027i23e5VucV6fZmVN0mljpyklIemEv4d7fwAAAO5C/os99fWNWrlynQoDxVqxYp0aG5vtXskycXE+5eZOVIE/T35/noYPH2z3SgAA9GpkPwAAAHch/wEAALgH2Q8AAMBdyH/hcWrHo5NQVh4Dji4rlw6XXw8aNEjV1dU2bgXTNPWHP/xBP/zhD9Xe3n7Mx4/4ZGH5DTfcoKeeekperzfq+wIAYotTgywXLgAAAO5C/kOsCnV2qualv6p5/UpL56SddoH6X3yjDI/H0jmnisJyAIAVopH9OuvK1LrzXZmdjRE571T4+k1Q0qgL5IlPjfpsAADgDgca67S0tFgb9m63e5Vun1Vazr0/AAAAdyH/xbaurqA2bdqmQKBYhYFilZdX2L2SpUaMGCy/P08F/jxNmzZRcXE+u1cCAKBXIfsBAAC4C/kPAADAPch+AAAA7kL+C49TOx6dhLLyGHCkrPxI4fWRv9bU1Khfv352r+d6Gzdu1G233abi4uJjysmPdvSf2xVXXKHnn39ecXFxdqwLAIgRTg2yXLgAAAC4C/kPscwMhVT37gtqWPaOpXOSp8zSoOu/LE9cvKVzTlUoFFIg8LZ27qSwHAAQGdHKfmawXW0Vi9Sxf03Ezjxp3gQljThXcYNyj3mzaAAAgEg6Ulq+cW+5TMXGt975vF7Nypqs08bkKDUxWRL3/gAAANyG/Ocs1dU1CgRKVBgo1po1w5ao+QABAABJREFUG9Xe3mH3SpZJTk7UrFk58vvz5M/P1YABfe1eCQAAxyP7AQAAuAv5DwAAwD3IfgAAAO5C/guPUzsenYSy8hjwaWXlS5Ys0emnn273epDU1dWl//iP/9Cvf/1rhUIhSZ9dWH7hhRfqlVdeUUJCgh3rAgBigFODLBcuAAAA7kL+gxMcKvxAtW8+LVl4Kzth5Fhl3nqPvCmxVdx9uLD8He3cefz1ZSSkpvbVvHk3KCUlzZLzAQCxJdrZr6txj1p3vKVQW23Ez/483j4jlJR1sbxJA6I+GwAAuEdNY72Wlq7VhlgrLR81SaeNnaa2phbu/QEAALgIX/t1rvb2Dq1du6m7vLyq6oDdK1lqwvhs+QvyVODP04QJ2fJ4PHavBACA45D9AAAA3IX8BwAA4B5kPwAAAHch/4XHqR2PTkJZeQz4tLLyX/3qV/rud79r93o4yvLly3XzzTdrz549MgxD0rGl5Uf/+Z199tmaP3++kpOT7VoXAGAjpwZZLlwAAADchfwHp2jetEYHnntEZlenZTN8AzI1+I5vK25AhmUzwmF9YXm65s27kcJyAHABO7KfGepS+75CtVd+JJkhS2Z8KsOrhGGnK2GwX4bHG93ZAADAVWqa6rW0tFgb9myPndJyj1dTMrOUk5mt5PjEY3+Ne38AAAC9El/77R1M09SuXZX6qHCtAoFibVhfqmAoyvdWo6hfvzTlz8mVvyBPs2flKDWV114AAHAyyH4AAADuQv4DAABwD7IfAACAu5D/wuPUjkcnoaw8BnxaWfnll1+uV1999XMf39zcrJSUFOsXhSSptrZWt956q959993PLSw/44wz9M477ygpKcmudQEANnFqkOXCBQAAwF3If3CStt3bVf3kHxRqabJshieljwbf9i0ljBht2YxwhEIhFRW9ox07KCwHAITPzuwXbK1R6463FGzaa+mcE/EkDVJS9iXypQ6N+mwAAOAutU0NWlq6VutjqLTca3g0KWOU8oaM6S4t594fAABA78TXfnunxsZmrVy5XoWBYhUVlaihodHulSzj9XqVkzNeBf48+QvyNGrk0O7XawAAgGOR/QAAANyF/AcAAOAeZD8AAAB3If+Fx6kdj05CWXkM+GRZuXS4/HrgwIHav3//Zz62ublZF110kZYuXRqNVXGUn//85/rJT36iUCgk6dMLy+fNm6c33nhD8fHxdq0KALCBU4MsFy4AAADuQv6D03TWVqvq8d+pq/az75v2hBEXr4wbv6bkSXmWzQjH4cLyd7VjhzXXlCkp6TrvPArLAaA3szv7maapjv1r1FaxSAp1WD7vk+IzZylx+FkyvHzNDgAAWOtwaXmx1u/ZFpOl5WnJqdz7AwAA6IXsvv8H6wWDIW3ZUq5AYK0KA8UqK9tl90qWGjJkkPz+PBX485SXN0kJCdzbBQDgCLIfAACAu5D/AAAA3IPsBwAA4C7kv/A4tePRSSgrjwFHl5VLxxZdb968WePHjz/h41paWnTRRRdp+fLlCgaDPd7jpptuUn19vbq6utTZ2amuri6ZpqlQKCTTNGWapjweT/e+Pp9PcXFxio+PV1xcnJKSkpScnKzk5GT16dNH6enpSk9PV//+/TVo0CANGjRIQ4YM6VX/0Vu4cKFuvvlmHThwQNKnF5ZfeumleuWVV+T1eu1aFQAQZU4Nsly4AAAAuAv5D04UbD6k6icfVHvFduuGGIYGXH6r0vLPtW5GGEKhkFaseFfl5VYWlt+glJR0S84HANgrVrJfqOOQWne+p676sqjNPMKIT1NS1kWK6zsm6rMBAID71DY1aFlZsdbt2aZY+RY9r+HR5MwszcvJV1pSit3rAAAAIIJi5f4foqempk6BQLEKA8VavWqDWtva7V7JMomJCZoxY7IK/Hny+/OUkTHA7pUAALAV2Q8AAMBdyH8AAADuQfYDAABwF/JfeJza8egklJXHgKPLyg3DkHS49DonJ0eLFi1Sv379jntMc3OzLr30Ui1ZskSGYUSkrLxfv346dOjQcR//5KfIkR3DFR8fr+HDh2vs2LEaN26cpk6dqmnTpmn69OlKSEjo0dl22L17t6688kqVlJQc8+cnHVtYfu211+rZZ5+Vx+Oxc10AOGnBYFB79+5VRUWFamtrVVNTo0OHDqmjo0Pt7e0n/H9PVlaWvvjFL0Z/2Rjk1CDLhQsAAIC7kP/gVKGOdh14/i9q2bzW0jnpcy9Rv/OvlRFD9/QOF5a/p/LyDZacn5KSpvPOu5HCcgDohWIp+5mmqa66rWrd9Z7MzuaozpakuAGTlTjyPHniKOgEAADWO9jUoKUxVlruMTzKGzlOp43NVf+UNLvXAQAAQATE0v0/RF9HR6dK1m1RoPBwefnevdV2r2SpMWNGyu/PVYF/uiZPHiuvN3a+ngsAQDSQ/QAAANyF/AcAAOAeZD8AAAB3If+Fx6kdj05CWXkMOFJWfoRpmpo6dao+/PDDE/4HoqWlpbuo/EgRtlVl5VZ+enyy9Dw+Pl4zZszQRRddpKuuuko5OTmWzY601tZW3X777XrppZc+s7D8jjvu0GOPPWbnqgjT7t27FQgEtGLFCpWVlWnHjh2qrq5Wc3Oz2tralJaWpr59+6pfv37KzMxUXl6eZs6cqZkzZyorK8vu9YHPZJqmtm7dqpUrV2r9+vXauHGjNm/erIqKihMG2M9y1llnadGiRdYs6jBODbJcuAAAALgL+Q9OZoZCOvjm0zoUWGDpnJRp+Rp07b/J8MVZOudUmKapoqJ3LS0snzfvRqWmUlgOAL1JLGY/s6tVrRUL1XmgJOqzDW+iEkedp7gBU3v8Zs0AAAAn42DzIS0rLVbJnrKYKS03ZGjq8DE6Y1yuBvXpZ/c6AAAA6IFYvP8H+1RU7FNhoFiBwmKVrNuirq6ev94kVqWlpWrOnGny+/OUP2ea0tJS7V4JAADLkf0AAADchfwHAADgHmQ/AAAAdyH/hcepHY9OQll5DDi6rPxIUfmCBQs0aNCg435vS0uLLrvsMi1atOiYEuxIlJV/6Utf0nvvvafKysruj1n5wvwTfeodPW/WrFm6//77deWVV1q2Q6T913/9l372s591//2JCsu///3v6xe/+IVdK+IUrF69Ws8//7xef/11bdmyJexzRowYoRtuuEE33nijZs+eHcENgfAEg0GtWrVKCxcu1MKFC1VUVKSGhoaInE1Z+cecGmS5cAEAAHAX8h+czjRNHVr+rg6+/ZylcxKzJyjjlm/Km5Ri6ZxTQWE5AOBUxXL26zq0S6073laovS7qs31pWUrKukieRMo5AQBAdNQ1H9LSsmKVVMROabkkTRqSpTPG52lIOvcFAQAAnCiW7//BXs3NLVq9euPh8vJAsQ4ejMz3DMcij8fQlMnj5C/IU4E/T6NHj+DNKgEAvRLZDwAAwF3IfwAAAO5B9gMAAHAX8l94nNrx6CSUlceAI2XlpmlqypQp+vDDD09YVN7a2qrLLrtMCxcuPKbcPFJl5Uds375dixYt0oIFC7Ro0SJVVVV1/9onv1EznE+fz/pmz0+eZxiGrrzySj399NNKTEw85Vl2eP7553XHHXeoo6ND0okLy//85z/rrrvusnNNfIr29nY9/vjjeuSRR7R27dqIn5+dna27775bd911l5KTkyN+PvBpamtr9dZbb+mNN97Qu+++G7Fy8k+irPxjTg2yXLgAAAC4C/kPvUXT+hU68MJfpeDxn8+REpcxVJm336e4frHz74Zpmlqx4j1t377ekvMpLAeA3iXWs58Z6lT73uVqryqSzFB0h3t8Shw2V/GDZ8swPNGdDQAAXKuu+ZCW/au0PBRD38I3NmO4zhw/XSP6Z9q9CgAAAE5BrN//Q2wIhUIqK9vVXVy+ZUt5TL2JUqQNGthPc/Jz5ffnatbMqUpOTrJ7JQAAIoLsBwAA4C7kPwAAAPcg+wEAALgL+S88Tu14dBLKymPAkbLySZMm6cMPP1RGRsZxv6e1tVWXX365Pvzww2PKvq0oK/+k9evX691339U777yjpUuXqrOzU1JkisuPdqIS8yPP76qrrtJLL73Uo/OjacmSJbrqqqu6y4CPPI8jP/d6vXrxxRd15ZVX2rkmjtLe3q6HH35Yv/71r1VZWWn5vEGDBunb3/62vvGNb6hPnz6Wz4M71dbW6uWXX9bzzz+vhQsXRvz/FRkZGRo/frzGjh2rkSNHasSIEZo6dar8fn9E5ziVU4MsFy4AAADuQv5Db9K2s1TVTz2oUGuzZTO8ffoq8/ZvKWHoKMtmnCqrC8uTk/vovPNuVGpqX0vOBwBEj1OyX7ClWq073lKwuerzf3OEeZIHKzn7YnlTBkd9NgAAcK+65sZ/lZaXxlRp+agBQ3Tm+DxlDxx6wu/rAgAAQGxxyv0/xJa6ugYVFZWoMFCslSvXq7m51e6VLOPzeTVt2gTlz8mV35+nUaO41gEAOBfZDwAAwF3IfwAAAO5B9gMAAHAX8l94nNrx6CSUlccAj8ejyZMnf2pReVtbmy6//HItWLDgmMJrwzCiUlZ+tMbGRr377rt6/fXXNX/+/O4y7kgXlx995pHn+Mc//lFf//rXe3xutGzatEkXXXSR9u7dK+n4wvKkpCQtWLCAUt8Y8Oqrr+o73/mOysvLoz47IyNDDz74oG688caoz0bvZJqm3n//ff31r3/Va6+91v0GEz3h9XqVk5Oj/Px8TZs2Tbm5ucrJyVFaWloENu69nBpkuXABAABwF/IfepuO/ZWqfuL36qqrsWyGEZ+ojC98XcnjciybcaoOF5a/r+3b11lyPoXlANA7OCn7mWZIHdWr1LZniRTq+X3uU2Mofki+EoeeIcMbF+XZAADAzepbDpeWF++OrdLyYf0G6YxxeRqfOZIiPwAAgBjmpPt/iE1dXV1av75UgUCxCgPF2rWr0u6VLDU4c6Dy/bnKz8/VjOmTlZSUaPdKAACcNLIfAACAu5D/AAAA3IPsBwAA4C7kv/A4tePRSSgrjwGTJ0/WokWLPrWo/IorrtAHH3xwTNG1JFvKyo/W2dmpBQsW6LnnntMrr7yiQ4cOde91RE8/vY5+zikpKdq4caNGjhzZozOjae/evbr44ou1YcOGY/68pMPPKSMjQ6tWrdLw4cNt3tSd9u3bp6985St644037F5FV1xxhR566CENGzbM7lXgUC0tLfrb3/6m3//+99q5c2ePzvJ6vZo5c6bOO+88nXfeeZozZ45SUlIis6iLODXIcuECAADgLuQ/9EZdjQ2qfuIP6qjcad0Qj0cDr7xDfWbNtW7GKaKwHADweZyY/ULt9Wrd+Y66GnZEfbYnoa+Ssi6WLz0r6rMBAIC7HS4tL/lXaXnI7nW6Zab11xnj8jRpaJY8hsfudQAAAPAJTrz/h9hWWbm/u7i8eO1mdXRG+40loycuzqe8vEny5+fK78/T8OGD7V4JAIDPRPYDAABwF/IfAACAe5D9AAAA3IX8Fx6ndjw6CWXlMaC6ulqZmZnHfby9vV1XXHGF3n///eOKyiX7y8qP1t7ertdee03/+Mc/9P777ysYDEastPzo53nttdfq+eefj8TKUXPo0CFddtllWrZs2QkLy/Py8rRs2TIlJyfbvKm7PPvss/r617+uurq6Hp0THx+vpKQkHTp0qMfl/Onp6frb3/6m6667rkfnwF0aGhr04IMP6sEHH1RNTU3Y5/h8Pl144YW6+uqrdeWVVxJQI8CpQZYLFwAAAHch/6G3CrW3af+zD6u11Jri7iP6nnOF+s676ph7oXYyTVMrV76vbdusKyyfN+9G9enT15LzAQDWcmr2M01TnbUb1bb7A5ldrVGfHzdwmhJHniuPLynqswEAgLvVtzRqeVmJ1sZYafmA1HSdMTZXU4ePlddDaTkAAECscOr9PzhDa2ub1qzdpEDh4fLyAwcO2r2SpYYNzVC+P0/+/Fzl5U1SQkK83SsBAHAMsh8AAIC7kP8AAADcg+wHAADgLuS/8Di149FJKCuPUe3t7brqqqv07rvvnrCoXIqtsvKj7d27V//3f/+nRx99VJWVlREpLT/6ua5cuVIzZsyI1LpR0draqiuvvFIffPDBMc/lyF+vvvpqvfjii3av6QodHR2677779NBDD4X1+IKCAl155ZWaO3eupkyZorS0NElSMBhUXV2ddu7cqWXLlmnp0qV666231NbWdkrnG4ahH/3oR/rJT34SMyVXiE0dHR16+OGH9bOf/Uy1tbVhnzNx4kR99atf1S233KJBgwZFcEM4Nchy4QIAAOAu5D/0ZmYwqNrXn1TjqsWWzkmdcYYGXnWHDK/P0jkn63Bh+Qfatq3EkvMpLAcA53J69gt1tqht9wJ11m6I+mzDl6zEUecrrv8kvn4DAACirqGlScvKimOutLxvcqpOG5urvBHj5IuR+yIAAABu5vT7f3AO0zRVXl6hwkCxAoXF2ripTKFQ731ZUkJCvKZPnyR/fp7y83M1dGiG3SsBAED2AwAAcBnyHwAAgHuQ/QAAANyF/Bcep3Y8Ogll5TGoo6NDV111ld55551PLSqXYres/Iiuri4988wz+t3vfqeSksPFOJ/1fD7L0c/15ptv1lNPPRXxfa3W0dGh66+/XvPnzz9hYfn999+vn/3sZ3av2atVVFTouuuu04oVK075sdddd51+9KMfKTc396QfU1NTo//7v//Tgw8+qOrq6lOad+WVV+rJJ59Unz59TnVVuMDLL7+s733veyovLw/7jHnz5um73/2uLrzwQopVLOLUIMuFCwAAgLuQ/9DbmaaphsVvqu79lyydkzh2ijJv/oY8iUmWzjlZFJYDAE6kt2S/zvpyte58R2ZHQ9Rn+9LHKCnrQnkS0qM+GwAAoKGlScu3lWjt7q0KhmKntDw1IVkFY3M0c9RExfvi7F4HAADAtXrL/T84T0NDo1asWKdAUYlWrFinQ4ea7F7JUiNHDFG+P1f+/DxNmzZB8fFcBwEAoo/sBwAA4C7kPwAAAPcg+wEAALgL+S88Tu14dBLKymPQF77wBT377LOfW+wd62XlR5s/f75++tOfavXq1ceU4p7sp9/R/ywSExNVXV3tyBLnYDCoW265Rc8///wJC8tfeuklXXXVVXav2Stt2LBBF154oSorK0/pcaNGjdI//vEPnX322WHPrqur07333qsnn3zylB43ffp0ffDBB+rfv3/Ys9G77Nq1S3fffbfeeOONsM8444wz9Itf/EJz586N4GY4EacGWS5cAAAA3IX8B7doKv5IB15+TLLwPmr84BHKvP0++dL7WTbjVJimqVWrPlBZmZWF5TeoT5/YeL4AgM/Xm7KfGexQ296l6qhaKSnKX+72xCtx+FmKz5whw/BEdzYAAICkhtYmLS+LvdLypPgE+UdP1ezsyUqMS7B7HQAAANfpTff/4FxdXUFt3rxdhYVrVRgoVnl5hd0rWSopMUEzZk6RPz9X+fm5yszk3zUAQHSQ/QAAANyF/AcAAOAeZD8AAAB3If+Fx6kdj05CWXkMWrNmjc477zw1NDRI6h1l5Ue88MIL+sEPfqDy8vLPLWP/pKOf71NPPaWbb77ZylUtY5qmvvSlL+nxxx8/rrg9PT1dq1ev1ujRo23csPdZtmyZLr/8ctXX15/S4y6++GI9/fTT6tu3b0T2eP7553Xbbbepo6PjpB+Tl5enDz74QAMGDIjIDnCmUCikP/zhD/qP//gPNTc3h3VGVlaW/vd//1fXX399hLfDp3FqkOXCBQAAwF3If3CT1u2bVP3PP8lsb7Vshje9nwbffp/iB4+wbMapsLqwPCkpVeeddyOF5QDgEL0x+3U17VPrzrcUatkf9dnelKFKyr5E3uRBUZ8NAAAgSYdam7W8rERrdm+JqdLyBF+cZmdPkX/0VCUnJNq9DgAAgGv0xvt/cL7q6hoFAiUqDBRrzZqNam8/+e+jd6Ls7OHKz8+VPz9XOTnj5fP57F4JANBLkf0AAADchfwHAADgHmQ/AAAAdyH/hcepHY9OQll5jFq1apXOP/98HTp0SNKJC72dWFYuSR0dHfrVr36lX/ziF+rs7JR0coXlRz/fL3/5y3rkkUesXtUypmnqjjvu0FNPPXVcYXlubq4CgYASEhJs3LD3WLBggS6//HK1tp5aCdUXv/hF/fWvf434Nwi/9957uuKKK9Te3n7Sj5k2bZoWLFhAYHCpnTt36o477tCSJUvCerzP59O3v/1t/dd//ZeSkpIivB0+i1ODLBcuAAAA7kL+g9t0VFWo6onfK9hQZ9kMIyFJmbfcraQxky2bcSoOF5YvUFlZsSXnJyWlat68G5WWRmE5AMS63pr9zFBQHVUr1LZ3mWQe//wsZXiUMKRACUNPk+GhdAYAANjjUGuzlm8r0ZpdWxUMxc73kMV5fZoxaqJOG5ujPokpdq8DAADQ6/XW+3/oPdrbO7S2eLMChcUqDBSrquqA3StZKiUlSbNmTlV+fq7y83M1cCBfTwUARA7ZDwAAwF3IfwAAAO5B9gMAAHAX8l94nNrx6CSUlcewFStW6MILL/zUwnKnlpUfsWnTJt16660qLi7uLuz+rE/Ho5+v3+/X8uXLo7WqJUKhkG655RY999xzxzx/wzB0xx136LHHHrN5Q+crKirSeeedp6amplN63C233KInnnhCHo/Hkr2ee+453XzzzSdV0n/EtGnTtHTpUqWlpVmyE2LT448/rnvuuaf7/wOnasqUKXryySc1ffr0CG+Gk+HUIMuFCwAAgLuQ/+BGXQ0HVf3EH9RRVWHdEK9Xg675klLzTrNuximgsBwAIPX+7BdsO6jWHe8o2Lgr6rM9if2VlH2JfH1GRH02AADAEYdam/XRthKtjrHScq/Ho7wR43X6uFz1Te5j9zoAAAC9Vm+//4fexTRN7dpVqcLAWgUKi7V+famCoZDda1lq7NhR8vtz5c/P06RJY+Tzee1eCQDgYGQ/AAAAdyH/AQAAuAfZDwAAwF3If+Fxasejk1BWHuOKiop04YUXqrGxUdKxZd5OLyuXpM7OTn3rW9/Sww8//LmF5Uf/+ogRI7RrV/SLBiItGAzqpptu0ksvvXRcYflf//pXfelLX7J5Q+dav369zjrrLNXV1Z3S4+bOnasFCxbI5/NZtNlhP/7xj/Xzn//8lB5z0UUX6Y033pDXyzcm93YtLS2666679OSTT4Z9xr333qv/+Z//UWJiYgQ3w6lwapDlwgUAAMBdyH9wq1Bbq6qf/pPath9/3RZJ/c6/VulnXdp9789Opmlq9eoPVVq61pLzDxeW36C0tP6WnA8A6Dk3ZD/TNNVZs06tuz+Ugm1Rnx8/aLoSR5wtw8e9eQAAYJ/GtmZ9tG2dVu/coq4YKi03DEPTho/V6eNyNTC1r93rAAAA9DpuuP+H3quxsVkrV61XIFCsoqJ1qq8/ZPdKlkpNTdac2dOU789V/pxp6tcv3e6VAAAOQ/YDAABwF/IfAACAe5D9AAAA3IX8Fx6ndjw6CWXlDlBYWKiLLrpITU1Nkj4u8+4NZeVHPPTQQ7rnnnu6n9uJPi2PLvMeMGCADhw4ENUdrRIMBnXdddfptddeO+Y5Jicna+3atRo3bpzNGzpPVVWVZs2apb17957S44YMGaI1a9Zo8ODBFm32sWAwqLPOOkvLly8/pcd94xvf0J/+9CeLtkIs2Lp1q6677jpt2LAhrMenp6fr73//u66++uoIb4ZT5dQgy4ULAACAu5D/4GZmV5dqXv2Hmtae2v2ZU9Vn9lkacPltMmLgDeisLyxP0bx5N1JYDgAxyk3ZL9TRpLbdH6jz4OaozzbiUpU06gLF9Z8Q9dkAAABH2125V8V7S7Wxepc6Q8fnQDtNHpqtM8blaXD6ALtXAQAA6DXcdP8PvVsoFNKWLeUqDBQrEChWaelOu1ey3IQJ2fL78+TPz9WECaPl9XrsXgkAEOPIfgAAAO5C/gMAAHAPsh8AAIC7kP/C49SORyehrNwhli9frosvvljNzc2S1F1S3lvKyiXp2Wef1e233979XD75qXl0kXd2dra2b98e9R2t0tnZqcsuu0zvv//+Mc9z5syZKiwslM/ns3lD5+js7NQ555xzyiXghmFo4cKFOuussyza7HilpaWaNm2a2tvbT+lxDz74oL75zW9atBXs9Morr+iOO+5QY2NjWI+fPHmyXn/9dY0ZMybCmyEcTg2yXLgAAAC4C/kPbmeapuoXvKr6ha9bOidp/DRl3PQ1eRISLZ1zMg4Xli9UaekaS86nsBwAYpcbs19nXZlad70rsyO8++494es3QUmjzpcnvk/UZwMAAEgf57/2rg5tqN6pDVU71B7stHutY4zLHKEzx03X8P4Zdq8CAADgeG68/wd3qKmpU1FRiQoDxVq1aoNaW9vsXslS6el9NGd2jvL9eZozO0fp6dxjBgAcj+wHAADgLuQ/AAAA9yD7AQAAuAv5LzxO7Xh0Eo/dC+DknH766XrrrbeUnJws6ePi7t7kpptu0jPPPNNdzH2i53iknH3cuHHRXs9ScXFxeuWVV5Sfn39MSfuaNWv0wx/+0MbNnOeb3/zmKReVS9Kdd94Z1aJySRo/fry+//3vn/Lj7rvvPi1btsyCjWCnX/7yl7r22mvDLiq/5JJLVFhYSFE5AAAAAACnwDAM9Tvvag28+v+TPNbdLm8tXad9f/uVuhobLJtxsgzD0MyZ52jChBmWnN/a2qwFC57ToUMHLTkfAIBTEddvnPrkfFnxGTOjPrurbqsa1/9VHfvXHvcmzQAAANGU4IvXzGHjdXPePOWPmKSkuAS7V+pWVl2hx5a9ric/eks7ayrJTQAAAACOM3BgP1166dn6+c++pddfe1i//c33df11F2n48MF2r2aJhoZGvf/BR/r5zx/SVVd/XV//xk/0+BOvaOvWHQqFQnavBwAAAAAAAAAAAAAAAADo5QyTV/g4ypIlS3ThhReqo6ND0sfl3cFg0ObNIuftt9/W9ddfr9bWVknqfhGaYRjdz/cHP/iBfv7zn9u5piXq6up05plnavPmzZIOP3ePx6P3339f55xzjs3bxb6nn35at9xyyyk/bvDgwdq8ebP69u0b+aU+R0tLi8aMGaOqqqpTelxWVpZKSkqUlpZm0WaIlvb2dt1555166qmnwj7jrrvu0p/+9Cd5vd4Iboaecuq77vAuSwAAAO5C/gM+1lK6XvufeUhmR5tlM3z9Birzjm8rftAQy2acLNM0tWbNIm3dutqS8xMTUzRv3g1KTx9gyfkAgFPn9uzX1bhHrTvfVqi1JuqzvX1GKCnrYnmT+P8iAACInk/LfzIMVbTU6qNt69TQ2hT9xT7D8H4ZOnP8dI3NGC7DMOxeBwAAwFHcfv8P7rRnT5UKC4tVGCjWunVb1Nl5gmugXqR/v3TNyZ+m/PxczZ6Voz59UuxeCQBgE7IfAACAu5D/AAAA3IPsBwAA4C7kv/A4tePRSSgrd6Ds7Gzt3r1bUu8sK5ekQCCgK6+8UjU1x5YFHHm+7777rs477zybtrPW3r17dfrpp6uiokLS4ec8dOhQbdiwwZYybaeoqKjQtGnTVF9ff8qPffjhh3XXXXdFfqmT9NBDD+kb3/jGKT/u1ltv1ZNPPmnBRoiWgwcP6oorrtDy5cvDPuNnP/uZfvSjH0VwK0SKU4MsFy4AAADuQv4DjtVeuUvVj/9ewaYGy2Z4klKUees9Sswab9mMk0VhOQC4C9lPMkNdat8XUHvlR5IZ5a+vGl4lDDtdCYP9Mjy8+SgAALDe5+W/YCiodXu2aXlZiQ42H7Jhw083OH2AzhyXp4lDsigtBwAAOEnc/4PbtbS0ae3ajQoEShQoKtH+/bV2r2Qpr8ejKVPHyZ+fq/z8XI0ZM5LrJwBwEbIfAACAu5D/AAAA3IPsBwAA4C7kv/A4tePRSSgrdyA3lJVL0o4dO3TVVVdp/fr13d80aZqm+vTpowMHDig+Pt7mDa1TVlamM888UwcOHOj+M7711lv1+OOP271aTDJNU+edd54+/PDDU35sVlaWSktLFRcXZ8FmJ6ejo0NZWVnat2/fKT/22Wef1Y033mjBVrBaRUWFLrzwQm3evDmsxxuGoQcffFB33313hDdDpDg1yHLhAgAA4C7kP+B4nXU1qn789+o8UGnZDMPn06DrvqKUnNmWzThZ1heWJ2vevBspLAeAGED2+1iwtUatO95WsGlP1Gd7kgYpKfti+VKHRX02AABwl5PNfyEzpE2VO7SstFj7G+uiueLnGpjaV2eMy9XUYWPk8XjsXgcAACCmcf8P+Jhpmtq5c68CRcUKBEq0fn1pr3zNzdEGDeynOfm58vtzNXPGFKWkJNu9EgDAQmQ/AAAAdyH/AQAAuAfZDwAAwF3If+Fxasejk/AKHsSs7OxsFRUV6Wtf+5qkj4vZr7322l5dVC5J48aN0/z585WUlCTDMGSapp566im99dZbdq8Wk/785z+HVVQuST/+8Y9tLSqXpPj4eN1zzz1hPfauu+5SRUVFhDeC1TZu3KjTTjst7KJyj8ejv/3tbxSVAwAAAABggbh+AzXkq/crMXuCZTPMri7tf/YhNSx7R3a/n6hhGJox42xNnDjTkvPb2lq0YMFzamioseR8AADC4U0aqJRJtyox60LJE92vO4ZaD6h50xNq3fW+zGB7VGcDAACciMfwaOqwMfrq2dfoxtnna2jf2PmG1pqmer26drH+/OELWr1zi7p6ebkgAAAAgMgwDEPZ2cN1802X6YE//FDzX39YP/vpvbr0krM0YEBfu9ezxIGaOr355iL9+McP6PIrvqZv3fdLPfvsm9q5c6/tX5MGAAAAAAAAAAAAAAAAADiHYfJdZ46TnZ2t3bt3S/q4wDvYy1+IVVRUpP/93/9VaWmp5s+fr6ysLLtXiorXX39d11xzjUzTlGmaGjZsmDZu3Ki0tDS7V4sZ1dXVmjBhghoaGk75sRkZGaqoqIiJ8vv6+noNHTpUra2tp/zY888/X++9954FW8EKRUVFuvjii1VXVxf2GX/5y1/0la98JYJbwQpOfdcd3mUJAADAXch/wKczuzp14KVH1byuyNI5aQXnqf8lN8vw2PveoqZpau3axdqyZZUl5ycmJmvevBuUns5/WwDALmS/Ewt1NKp157vqqi+L+mwjPk1JWRcqru/YqM8GAAC9X7j5zzRNlR/Yq6VlxdpdW2XliqesT2KyThs7TTNGTlScz2f3OgAAADGF+3/AyTFNU9u371agqESBQLE2bixTKNS7X1aVmTlA+fl58vtzNWP6ZCUlJdq9EgCgh8h+AAAA7kL+AwAAcA+yHwAAgLuQ/8Lj1I5HJ7G3/QQ4Sfn5+XrppZe0fv161xSVS9IVV1yh3/3ud92l9JWVlfrWt75l91ox5Xvf+15YReWSdOedd8ZEUbkk9e3bV9ddd11Yj33//fc1f/78CG8EK3z00Uc6//zze1RU/qtf/YqicgAAAAAAosDwxWnQ9V9R+txLLJ1zqPAD7X/mzwp1tFs65/MYhqHp08/SpEmzLDm/ra1FCxY8r4aGGkvOBwAgXJ74Pkoed62Sx14tIy4lqrPNjkNqKX1BLdteU6izOaqzAQAAPo1hGBqTMVxfPP0y3XH6ZRozaLjdK3VrbGvRuxsCeuCDZ7WsrETtnR12rwQAAADAYQzD0Nixo3TrLVfoT3/8D73+2iP6z/+8WxddeKb69Uuzez1LVFfX6vXXF+j++3+ny6+4S9/57v/ohRfeUUXFPplm7y5qBwAAAAAAAAAAAAAAAACcGsN0wXeWbd++XWPGjLF7jYjJzs7W7t27Jam7xDoYDNq8Fax033336YEHHpAkpaWlafPmzRoyZIjNW9lv2bJlOvPMM8N6rNfrVXl5uUaOHBnhrcK3dOlSzZ07N6zHjh8/Xhs2bFBcXFyEt0KkLF26VJdccomamprCPuMHP/iBfvnLX0ZwK1jJqe+6w7ssAQAAuAv5Dzg5hwIfqvaNpyQLb6cnjBijzNvukTfF3hfAm6ap4uIl2rx5pSXnJyYm69xzb1Dfvvw3BgCijez3+cyuVrVWLFLngeKozza8iUocOU9xA3NkGEbU5wMAgN4nkvmvsv6AlpYWa2vVrkitFxGJcfGanT1F+aOnKDk+0e51AAAAbMX9P6DnQqGQSkt3qmhFiQKBEm3evL3Xl3kPG5qhfH+e8vNzNT1vkhIS4u1eCQBwEsh+AAAA7kL+AwAAcA+yHwAAgLuQ/8Lj1I5HJ+n1ZeWFhYW65pprFAgENGrUKLvXiQjKyt3HNE1dc801ampq0qOPPhpTBdt2ys/P14oVK8J67Hnnnaf3338/whv1XFZWlnbtCu+FnX/4wx907733RngjRMLixYt16aWXqrm5Oewzvv71r+vPf/5zBLeC1ZwaZLlwAQAAcBfyH3Dymjev1YHnHpHZ2WHZDN+ADA2+49uKG5Bp2YyTYXVheUJCkubNu5HCcgCIMrLfyes6tFutO95SqL0u6rN9aVlKzLpI3sR+UZ8NAAB6Fyvy3/5DB7WsrEQb95bLVOx822Gc16dZWZNUMCZHqYnJdq8DAABgC+7/AZFXX9+olSvXKVBUopUr1qnhUJPdK1kqPj5OM2ZMlj//cHn50KEZdq8EAPgUZD8AAAB3If8BAAC4B9kPAADAXch/4XFqx6OT9Pqy8htvvFEvvPCCJkyYoOXLl6t///52r9RjlJW7U2dnp+Li4uxeI2a89tpruuqqq8J+/F//+lfdeeedkVsoQv7f//t/+vWvfx3WY/v3769t27apXz/KK2LJqlWrdO6556qxsTHsMy677DK99tpr8ng8EdwMVnNqkOXCBQAAwF3If8Cpaa8oV9WTf1CoOfzr/M/jSU5V5u3fUuKIMZbNOBmmaaqkZKk2bQrvzQI/z+HC8hvUt+8gS84HAByP7HdqzFCX2vcuV3tVQDJD0R3u8Slx2JmKHzxHhsHXBgAAQHiszH+1TQ36aFuJSirKFIqhbz/0eryaMXKCThs7TenJqXavAwAAEFXc/wOsFQyGtGVLuQJFxSoKlGhr6Q67V7LcyBFDlO/PlT8/T9OmTVB8PK9nAYBYQfYDAABwF/IfAACAe5D9AAAA3IX8Fx6ndjw6Sa8uK9+zZ49Gjx6tYDAo0zR12mmn6YMPPlBiYqLdq/UIZeVwO9M0lZubq/Xr14f1+Li4OFVVVcXkmxesXr1as2bNCvvx9957r/7whz9EbiH0yJYtW3TmmWeqpqYm7DMmTpyooqIipaWlRXAzRINTgywXLgAAAO5C/gNOXWftflU9/jt11VZbNsOIi9egG76qlMkzLJtxMigsB4DehewXnmDLfrXueEvB5n1Rn+1JzlRy9iXypgyO+mwAAOB80ch/DS1N+mj7Oq3dtVVdodj5/jWPYWjaiHE6fWyuBqSm270OAABAVHD/D4iugwcbtGJFiQJFJVq5cr2amlrsXslSSYkJmjFzivz5ucrPz1VmJv9dAQA7kf0AAADchfwHAADgHmQ/AAAAdyH/hcepHY9O0qvLyn/wgx/oV7/6lQzD6C71vvLKK/XSSy/JMAy71wsbZeVwu2eeeUZf+MIXwn78+eefr/feey+CG0WOaZoaOnSoqqqqwnp8fHy8du7cqSFDhkR4M5yqiooKnX766aqoqAj7jPT0dK1YsULjx4+P4GaIFqcGWS5cAAAA3IX8B4Qn2Nyo6qceUPvu7dYNMQwNuPQLSis4z7oZJ+FwYfkybdpUZMn5FJYDQPSQ/cJnmiF1VK9S254lUqgzytMNxQ+eo8RhZ8rwxkV5NgAAcLJo5r+mthYVbl+v1Tu3qCMY7bz06QwZmjJstM4Yl6uMtP52rwMAAGAp7v8B9unqCmrTpm0KFBWrKFCibdt3272S5bKzhivfnyt/fq5ycsbL5/PZvRIAuArZDwAAwF3IfwAAAO5B9gMAAHAX8l94nNrx6CQeuxewSmtrq/761792l5IfKSx/7bXXdPfdd9u8HYCe+O///u8ePf7CCy+M0CaRZxhGj/br6OjQn//85whuhHA0NDTooosu6lFRucfj0dNPP01ROQAAAAAAMcib0keDv/T/lDxlpnVDTFO1b/xTB99+TmYoZN2cz2EYhnJzz9CUKfmWnN/e3qoFC55XXd0BS84HACASDMOjhMFz1Cfny/Klj47ydFMdVUVq2vA3dTXsiPJsAACAk5OamKzzp+TrnvNv1Nzx05UYF2/3SpIkU6Y27N2uRxa9rOdWvK+93H8AAAAAYAGfz6tp0yboK1++UY8++ku9+MKD+n/fu1Nz585WcnKi3etZYsfOPXr22Tf1rft+qcuvuEs//o8H9Oabi1RTU2f3agAAAAAAAAAAAAAAAACAHvDZvYBVnnrqKR08eLC7pFz6uLD8kUce0YgRI/T973/f5i0BnKr33ntP69ev79EZF1xwQYS2scbFF1+sxx9/POzHP/LII/rhD3+opKSkCG6FkxUMBnXjjTee8N1WTsVPfvITXXLJJRHaCgAAAAAARJonLl4ZN31dB99+Voc+et+yOQ3L3lFXw0ENvPZOeeLiLJvzWQzD0LRpZ0gytHFjIOLnt7e36sMPn9e5596gfv0GRfx8AAAixZOQruTxN6izdpPadr8vs6s1arND7fVq3vqs4gbmKHHEufLEJUdtNgAAwMlKjk/U2RNnqmBMjlbt3KzC7evV0tFm91qSpK1Vu7S1apdGDxqmM8fnadSAIXavBAAAAKCXGjSovy699GxdeunZ6uzs0oYNpQoUlagoUKIdO/fYvV7EtbS0acmSlVqyZKUkaezYUcrPnyZ/fp4mTx4rn89r84YAAAAAAAAAAAAAAAAAgJPVa8vKH3jgARmGcczHTNPsLiz/4Q9/qAEDBmjevHk2bRi+rq6u4z62Y8eO7lJ22CcUCh33o6urSx0dHWpvb+/+0dbWppaWFjU2Nnb/aGpqUl1dnWpra1VTU6Pa2lqNGTNG77zzjt1PK6b89re/7dHjhwwZopycnAhtY40LLrhAHo9HoVAorMfX1tbqiSee0Fe/+tUIb4aTcd999+ndd9/t0RlnnHGG7r///ghtBAAAAAAArGJ4PBpw6Rfk6ztAB99+TrLoHm3z+hXqaqxX5i3flDc51ZIZn+dwYfnpkmRxYfn16tcvI+LnAwAQKYZhKH7gFPnSs9W2e4E6azdEdX5nzXp11W9X4qjzFdd/0nFfEwcAAIgFCXHxOn1cruZkT9Ga3Vv00bZ1amxrsXstSVL5gb0qP7BXI/sP1hnj8zRm0DAyFQAAAADLxMX5NH36ZE2fPllfu+tmVVXVqKioREUrSrR69Ua1tbXbvWLEbdu2S9u27dI//zlfqanJmjN7mvLzp2nOnFz1759u93oAAAAAAAAAAAAAAAAAgM9gmL2w4XrBggU6//zzu4vJP+nIx538IqNPPi8nPxecmGma8ng82rVrl4YNG2b3OjFhw4YNPS4av+mmm/TMM89EaCPr5OXlqaSkJOzHT5w4UZs2beK/DVH2l7/8RXfddVePzkhNTVVJSYlGjx4doa1glylTpmjTpk3HfXzy5MnauHGjDRudnJqamhO+MYrP59PAgQNt2AgAAABWIv8BkdO8YaUOvPB/Mk/w71SkxA0aosw7vq24fvb9+2maptavX64NGyJfWC5JCQlJOvPMKzWIojAAiDiynzU6G8rVuvNdme31UZ/tSx+jpKwL5Umg3AUAABwvlvJfVzCodXvKtLysRHUtjVGd/XmG9h2oM8blacLgUdyLAAAAjhZL+Q/Ayeno6FTJui0qCpSoqKhEuyv22b2S5SZMyJbfn6f8ObmaOHG0vF6P3SsBgCOR/QAAANyF/AcAAOAeZD8AAAB3If+Fx6kdj07is3sBK/zhD3/4zF8/UlTem3rae9Nzwcfl86Zp6sUXX9S9995r80ax4aGHHurxGX6/PwKbWO/000/vUVn5li1b9M477+jiiy+O4Fb4LKtWrdI999zT43N+//vfU1QOAAAAAIADpUydLW+fvqp+8gGFWpstmdF5YJ/2PfJzZd7+LSUMy7JkxucxDEM5OadLMrRhQ2HEz29vb9UHHzyrvn0HacyYHGVnT1Z8fGLE5wAAEClx6aPlm/pvatu7VB1VKyVF7+u2XQ3b1bj+r0ocfpbiM2fKMCh1AQAAscnn9WrGqInKGzFeGyvLtbS0WDVN9XavJUmqrK/R8ys/UEaffjpjXJ4mD8uWh1wFAAAAIAri4+M0e1aOZs/K0d1336q9e6tVVFSiQFGJ1q7dpI6OTrtXjLitW3do69YdevzxV5Selqo5c6Yp35+nObNzlJ7ex+71AAAAAAAAAAAAAAAAAMD1DLOXtVxv27ZNEyZM6P77z3p6RwqhneiTz8vJzwUndqRUv6CgQMuWLbN7Hdu1tbVpyJAhqq+v79E5hYWFjigsf+aZZ/SFL3yhR2dcfvnlev311yO0ET5LfX29ZsyYoR07dvToHP7MehenvusO77IEAADgLuQ/IPI6DuxT9eO/V1fdActmGPEJyrjpa0qekGvZjM9jmqbWr//IksLyo3k8Xo0cOV5jxuQoI2ME98IBoAfIftYLNu9Ty463FWqpjvpsb8pQJWVfLG9yRtRnAwCA2BTL+c80TW3Zt1NLy4pV1VBr6y6f1D8lTaePzdW0EWPl9XjtXgcAAOCkxXL+A3Dq2ts7tLZ4swKBYhUVlaiycr/dK1nKMAxNmjRGfn+u/Pl5GjdulDwe3kgKAD4N2Q8AAMBdyH8AAADuQfYDAABwF/JfeJza8egkva6s/N5779Uf//hHGYbxmUXlQCw7UrhjmqY8Ho92796toUOH2ryVvZ5++mndcsstPTojPj5ehw4dUkJCQoS2ss7u3bs1atSoHp0RHx+v6upq9e3bNzJL4VNdc801euWVV3p0RlpamrZu3arBgwdHaCvYzalBlgsXAAAAdyH/AdYINjWo6ok/qGPvTuuGeDwacMXtSpt9lnUzTsK6dcstLyw/IjW1r8aMydHo0VOVlJQSlZkA0JuQ/aLDDAXVUb1SbXuWSubx/7wtZXiUMMSvhKGny/D4ojsbAADEHCfkP9M0tW3/Hi0tXas9dbFVvJeWlKLTxk7T9JETFOclWwEAgNjnhPwHIDymaWrPnioFAiUKFBWrpGSLOjujfP85yvr1S1P+nFzl+3M1e1aO+vTh68MAcDSyHwAAgLuQ/wAAANyD7AcAAOAu5L/wOLXj0Ul61atoGhsb9Y9//KO76BlwKtM0jyksf+GFF3TvvffavJW9Hn300R6fMXXqVEcUlUvSyJEjlZmZqerq6rDP6Ojo0KuvvqovfvGLkVsMx/nTn/7U46JySfrP//xPisoBAAAAAOglvKnpGnLn97X/2YfVurXEmiGhkGpf/Ye66mvU77xrbLsvPm3a6ZIUlcLypqZ6lZQs1bp1yzRs2BiNGZOjIUOy5fF4LJ8NAMDJMjxeJQzxy9dvvFp3vqPgoV3RG26G1F75kToPblFS1sXypY2M3mwAAIAwGIahcZkjNDZjuHbV7tPS0mLtqKm0ey1J0qHWZr2zvlBLS4tVMCZHM7MmKsEXb/daAAAAAFzIMAyNGDFEI0YM0fXXX6SWljatLd6kQKBERUXFqq6utXvFiKurO6R33l2qd95dKq/HoylTxyk/P1f+/FyNGTOS140BAAAAAAAAAAAAAAAAgEV6VVn5Y489psbGRhmGIdM07V4HiBi3l5Xv2bNHCxcu7PE5U6ZMicA20ZObm6v33nuvR2c8//zzlJVbqKysTP/+7//e43MmTZqkb37zmxHYCAAAAAAAxApPfIIyb/mmat/4pxpX9Pze1qdpWPSGgvUHNfDq/0+Gz55b/tOmnS7DMLR+/UdRmWeapvbs2aY9e7YpKSlVo0dP1ZgxU5Wa2jcq8wEAOBnexP5KmXCzOmvWq233ApnBtqjNDrUdVPOWfyp+UJ4SR5wjw5cYtdkAAADhMAxDWQOHKmvgUO2p269lpcUqrd5t91qSpOb2Vn2waYWWlZUof/QUzcmeoqT4BLvXAgAAAOBiycmJOv20GTr9tBkyTVM7d+5VUVGJAkUlWrduq4LBoN0rRlQwFNK6dVu1bt1W/fWvz2vgwH7dxeUzZ05RSkqy3SsCAAAAAAAAAAAAAAAAQK/Ra8rKTdPUH//4RxmGYfcqQMQcKd4PBAKqrKzU0KFD7V7JFq+++mpE3oDAaWXleXl5PS4r/+CDD3Tw4EH1798/QlvhiFAopDvuuEMtLS09PuuBBx5QXFxcBLYCAAAAAACxxPB6NeCK2+TrO0B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/PHny5Dj88MPj008/Telcy5YtY9CgQbHVVlslkuPzzz+PI444IiZOnFjmM40bN47BgwdHq1atEskAAOTOiSeeGM8//3y+Y2SkcePG8dNPP0X9+vXzHSUl+h8AUFHMnj07Lr300nj88cfTfsjNfvvtF/fee2+VeJ93dfQ/AKAsJk2aFBtuuGEsX74831EqhDZt2sSAAQPyHaME3Q8AyMSgQYPihBNOiKVLl5b5TOPGjaN79+5x7LHHZi/YKgwdOjROPPHEmDp1apnPFBQUxEMPPRTnnntuFpPlju7HmqS3hh4AgLx744034tBDD015UfkZZ5wRAwcOTGxReURE+/btY9CgQVGrVq0ynxk9enQcdNBBMX369MRyAACsyfz58+Ouu+6KjTfeOP72t79ldVE5q/bZZ5/FPvvsk/KyosMOOyyGDh2a2LKiiIj9998/3nrrrWjcuHGZz/z0009xwAEHxPfff59YDgBgzZYsWRLHHntspVtUHhGxbNmyOPvss+Pxxx/Pd5Ss0P8AgHTdcccdlWJReUTE3Llz47jjjqv0743qfgBAZXT33Xcnsqi8Mvr5559j7733TvkLSzvvvHO89957iX1hKSJi2223jXfeeSc22mijMp+ZOXNmHHLIITFq1KjEcgAA2Td27Njo3bt3vmNkrEuXLhVuUbn+BwBUFEOHDo3tt98+unXrltai8rXXXjt69OgRw4YNq9KLyvU/AKCsHn/8cYvKU9C+fft8RyhB9wMAMvHKK69Eu3btUlpUvsUWW8QHH3yQ80XlEREHHHBAvPvuu9GyZcsynykuLo6//OUv8cgjj2QxWW7ofpRFQXG6jwEFACBvPvjgg/jTn/4U8+bNS+ncKaecEk899VQUFmbnmTXPP/98nHTSSSl9gGP77beP4cOHR8OGDbOSCQAg4rdlQA8++GDcfffdOV0I1KNHjzjjjDNydr/y7rvvvot99903pkyZktK5Aw88MF5++eWoXbt2VnINHz48DjnkkFi8eHGZz2ywwQYxYsSI2GCDDbKSCQBYYfny5dGhQ4fo27dvvqNkVWFhYTzzzDNx4okn5jtKYvQ/ACBdzz33XJx00kn5jpG4Qw45JF599dWsvV+bT7ofAFAZffrpp7Hbbrul1CVKU5neP54+fXrst99+8dVXX6V0bptttolhw4bF2muvnZVcX3/9dey9994xY8aMMp9Za621YtiwYbHDDjtkJRMAkKxTTz01nn766XzHyEidOnXixx9/jHXWWSffUcpM/wMAKoLFixfHlVdeGffee28UFRWlNePYY4+Nrl27Vqiulg36HwBQVkVFRbHJJpvEjz/+mO8oFUKtWrVi2rRp0aBBg3xH+Z3uBwBkYuTIkbH//vvHokWLynxm++23jzfffDNrPaKsfv7559hzzz1jwoQJZT5TrVq16N+/fxx99NFZTJY9uh9lVfm+9QQAUMl99tlnccQRR6S8qHy//faLJ554IqtffO/QoUNceeWVKZ359NNPo0OHDp6UCgBkxezZs+PGG2+MjTbaKC6//PKcLipnZT///HMccsghKS8r2mKLLaJ///5ZW1YUEbHvvvvGgw8+mNKZiRMnRuvWrWP+/PlZSgUA/Ne1115b6ReVR/z2Id1TTz01Xn755XxHSYT+BwCka+TIkXHmmWfmO0ZWvP7663H//ffnO0bidD8AoDJasmRJnHrqqYktKq9M5syZE4cddljKX1haZ5114tVXX83ql8y23HLLeO6556KgoKDMZ2bPnh2tW7dOuc8CALn33XffxbPPPpvvGBk766yzKtTyS/0PAKgIxo8fH3vvvXfcfffdaS0qr1evXnTr1i369etXobpaNuh/AEAqXn31VYvKU3D44YeXq0Xluh8AkInJkyfHcccdl9Ki8q222ireeOONvC8qj4hYf/3145VXXkmpny1fvjxOPPHE+OSTT7KYLDt0P1JhWTkAQAUyZcqUOOKII2LmzJkpnVtvvfXi+eefj+rVq2cp2QrXXXdd7L333imdefXVV+PCCy/MUiIAoCqaMWNGXHPNNdGiRYu45pprUnp6IsmbP39+HHnkkTF+/PiUztWvXz9eeOGFaNiwYXaC/T+dOnWKDh06pHRm9OjRcfLJJ6f1YWYAoGxeffXVuOWWW/IdI2eWLVsWJ510UnzzzTf5jpIR/Q8ASNe0adPi2GOPTenDqv/VokWLOO200+Kee+6J1157Lb788suYMWNGLFy4MJYvXx5z586NyZMnx6hRo6JXr15x9dVXx0EHHRR169bNwt9k9a644or4/vvvc3rPbNL9AIDK6sorr4xPP/003zHKneXLl0e7du3i448/TulctWrV4vnnn48NNtggS8lWOOSQQ+Lvf/97SmcmTJgQbdq0iYULF2YpFQCQhJtvvjmWL1+e7xgZqVatWlxyySX5jlFm+h8AUBG8+OKLsfPOO8dHH32U1vmtttoqRo4cGZ06dUo4WcWj/wEAqeratWu+I1Qo7dq1y3eE3+l+AEAmlixZEscff3xMmjSpzGeaNGkSgwYNij/84Q9ZTJaabbbZJu67776UzsyfPz/at28f8+fPz1Kq5Ol+pMqycgCACmLp0qXRtm3b+Pnnn1M6V1BQEM8++2w0a9YsS8lWVq1atejevXvUqlUrpXMPPvhg3H///VlKBQBUFdOnT4/LL788Ntpoo7jxxhtj9uzZ+Y5ERJx11llpfZH/wQcfjK233joLiVZ/v1Sf5jlw4MC47LLLspQIAKq2CRMmRMeOHaO4uDjfUXJqzpw5cdxxx8W8efPyHSVt+h8AkI7i4uI47bTTYvLkyWU+s8UWW8RNN90UY8eOjfHjx8eTTz4ZF110URx66KGx1VZbRePGjaN27dpRWFgY9evXj2bNmkWrVq2iXbt2ccMNN8Qbb7wR06ZNi+effz5at24dBQUFWfwb/mbBggUVahnRmuh+AEBlNGzYsLjnnnvyHaNcuvzyy2Pw4MEpn7vmmmviwAMPzEKiVbvhhhtiiy22SOnMqFGj4rTTTqtyv5MGgIpi3Lhx8fTTT+c7RsY6dOgQG2+8cb5jlJn+BwCUZ8XFxXH11VdHmzZtYubMmWnNOP7442PUqFE5fe+yPNP/AIBUTJo0KV566aV8x6gwateuHW3atMl3jN/pfgBAJm666aZ4//33Uzrz1FNPRcuWLbOUKH1nnHFGtG7dOqUz3333XVx44YVZSpQ83Y9UFRT7JwoAUCGce+658eijj6Z8rnPnznl5Gul1110X119/fUpnqlWrFkOHDo199tknS6kAgMps0KBBcdJJJ5X69MmmTZvGbrvtFuuvv36svfbaMWvWrPj4449j5MiRUVRUlHimHj16xBlnnJH43Irktttui8svvzzlc4ceemi89tprWUhUuieeeCLOPPPMlM/95z//iZNOOikLiQCg6jr66KMT+eBqnTp1Yrfddouddtopdtxxx2jRokU0b948GjduHHXq1ImaNWvG/PnzY+7cuTFt2rQYO3ZsfPPNN/Huu+/GO++8k7enm3fo0CGee+65vNw7E/ofAJCuO++8M/7+97+X6doDDzwwrrjiijj44IMTXTA+duzYuOWWW6Jnz55Z/6Di22+/Hfvuu29W75Ftuh8AUBnNmTMntt9++/jxxx8Tn13R3z9+7rnn0upF22yzTXzyySdRo0aNLKRavaFDh6b1RalbbrklrZ4LAGTXn//853jsscfyHSNjY8aMie233z7fMcpE/wMAyrMFCxZEx44do1+/fmnPuOqqq+KGG27IyUOtKwL9DwBI1U033RRXX311vmNUGMcee2xG/TVJuh8AkIkxY8bErrvuGkuXLi3zmTPOOCN69OiRxVSZGTt2bGy77baxbNmylM69+uqrcdhhh2UpVTJ0P9JhWTkAQAXwn//8J0455ZSUzzVr1iy++uqraNSoUfKh1mDBggXRsmXLmDJlSkrnNtpooxgzZkw0bNgwS8kAgMpq0qRJsfHGG8eSJUtW+vkuu+wSJ598chx55JGx5ZZbrvLst99+G5deemkMHDgw0UwV/cvmmRo+fHgccMABKS+Cr1OnTnz++eexySabZCnZ6hUXF8fOO+8co0ePTulco0aNYsyYMbHhhhtmJxgAVDF9+/aNtm3bpn1+7bXXjhNPPDFat24d+++/f9SuXTutOUuXLo233347nnzyyXjhhRdyvri8X79+ceyxx+b0npnQ/wCAdH311Vex0047xeLFi0u9brvttot///vfaX3wMBUffPBBnHPOOTFmzJis3ePggw+OIUOGZG1+tul+AEBlddppp0XPnj2zMrsiv3/87bffxk477ZTy70gLCgrinXfeib322itLyUp3zDHHpPw5gBo1asSIESNil112yVIqACBVEyZMiE033bTEZwMrmiOOOCJefvnlfMcoE/0PACjPJk6cGG3atIlPPvkkrfPVq1ePbt26xemnn55wsopL/wMAUlVUVBSbbLJJVh4CXVk988wzcfLJJ+c7hu4HAGSkuLg4dt111/joo4/KfKZevXrxww8/RNOmTbOYLHNnnHFGPPnkkymd2XrrrePTTz+NatWqZSlVZnQ/0lWY7wAAAJRuwoQJ0aVLl7TOXnvttXlZVB4RUbdu3bSegjp+/Pi0/74AQNX2xz/+8fcPi6611lpx8cUXx9ixY+PDDz+Miy++eLWLyiMiNttssxgwYED84x//yFXcSm/u3Llx2mmnpbysKCLiggsuyMuyoojffml+8803p3xu1qxZaf99AYCVzZ07Ny688MK0zu66667Rq1evmDRpUjzwwANx2GGHpb2oPOK3N6cPPvjgeOqpp2Ly5Mlx8803R5MmTdKel6ouXbrE7Nmzc3a/TOh/AEC6ioqKolOnTqUuKq9Zs2bcdttt8cknn2R9UXlExO677x4ffPBBXHDBBVm7xxtvvBGffvpp1uZnk+4HAFRWffv2zdqi8ops2bJlceqpp6b1MMf27dvn7QtLERE333xzFBam9rWZpUuXximnnBILFizIUioAIFW33nprhV9UHhEV5vOJ+h8AUJ6NHj06dtttt7QXlderVy8GDRpkUfn/o/8BAOl47bXXLCpPQe3ataN169b5jqH7AQAZ69WrV0qLyiMi/vrXv5b7ReUREeeff37KZ7788st47LHHspAmc7ofmbCsHACgHCsuLo4zzjgjZs2alfLZjTbaKDp16pR8qBScffbZsd5666V87umnn47nn38+C4kAgMrun//8ZzzwwAMxceLEuPvuu2PzzTdP6fxtt90WhxxySJbSVS0XXHBBjB8/PuVzDRs2jL///e/JB0rBkUcemdbTMocNGxZ33nlnFhIBQNVy5513xs8//5zSmV122SWGDBkSI0eOjHbt2kXNmjUTz9WgQYO44oorYvz48XHZZZfl5EnnkyZNiiuuuCLr90mC/gcApOuhhx6KESNGrPb1zTbbLEaNGhX/+Mc/ctLB/qtWrVrx73//Ox5//PGoXr16Vu7x6KOPZmVutul+AEBlNHny5DjnnHPyHaNcuvnmm+ODDz5I+Vy1atXi+uuvz0Kistt2223j2GOPTfnc2LFj45JLLkk+EACQsp9//jm6d++e7xgZ22OPPWL//ffPd4wy0f8AgPLqrbfeiv333z8mT56c1vm11lorBg8eHIcffnjCySo2/Q8ASEfXrl3zHaFCOfzww6NBgwb5jqH7AQAZWb58eVx33XUpnSksLIxzzz03O4ES1qpVq9hhhx1SPnfnnXdGUVFRFhJlRvcjE5aVAwCUYw8++GC8+eabaZ29+uqro0aNGgknSk3NmjXjggsuSOvsueeeGxMmTEg4EQBQ2W2yySbRpUuXqF+/ftoz7rrrrgQTVU0vvvhiPPHEE2mdvfDCC6NJkybJBkrDpZdemta5q6++Oj7++OOE0wBA1TFz5sz497//XebrmzRpEt27d49Ro0bFwQcfnMVkKzRo0CDuuOOOGDlyZGy//fZZv99jjz2W1iLIXNL/9D8ASNf06dPj6quvXu3rRx55ZIwaNSonvWt1zjrrrOjXr19W3nvt27dvufxQaml0P90PACqrs846K3799dd8xyh3Ro8eHTfddFNaZ08++eTYYostEk6Uussuuyytc4888ki8+OKLCacBAFJ1xx13xOLFi1f7+m677RbFxcXl/k9pD2wsT/Q//Q8AyqvevXvH4YcfHnPmzEnr/Nprrx1vvPFG7LXXXgknq9j0P/0PANIxefLkjP53tF69erHXXnvF2WefHbfddls8++yz8eabb8Znn30WP/74Y8yYMSMWLFgQS5YsiaKiorz/bm9Vf26//faU/s7t27dP+59XUnQ/3Q8AMtW3b9/4+uuvUzqz//77R4sWLbKUKHlt2rRJ+cwPP/wQL7/8chbSpE/30/0yVVBcXFyc7xAAAJQ0derU2GKLLWL27Nkpn23atGlMmDAhatasmYVkqZk1a1b88Y9/jIULF6Z89pBDDonBgwdnIRUAQOn22muvRL4c1KNHjzjjjDMyD1SBLFy4MLbZZpsYN25cymdr1qwZEyZMiKZNm2YhWWqWL18eG220UUycODHls1tvvXWMGTMmqlevnoVkAFC5XX311WV+A/zoo4+Oxx57LJo1a5blVKu3cOHC6Ny5czzzzDNZvU+nTp2iW7duWb1HuvQ//Q8AMnHeeefFww8/vMrXzj777HjkkUeiWrVqOU61as8991ycfPLJkfTH7d59990K84V43U/3A4DK6sEHH4zzzz8/6/epaO8fFxcXx9577532e+effPJJ7LjjjsmGSlO6nwFo2rRpjB07Nho1apR8KABgjaZMmRKbbLJJqd9FGDRoUBx99NE5TFV56X/6HwCUV4888kh06dIl7QdBN2jQIN58881o1apVwskqNv1P/wOAdN18881x1VVXpXRmhx12iA4dOsShhx4aO+20UxQWFmYpXW7suuuu8eGHH5bp2tq1a8e0adOifv36WU61erqf7gcASTjkkENiyJAhKZ25/fbb4+9//3uWEiXv/fffjz333DPlc61bt46BAwdmIVHqdD/dLwkV+9/YAAAqscsuuyytReURv31xvzwsKo+IaNSoUbRt2zats6+//noMGjQo4UQAAGt21FFH5TtChXXrrbemtawoIqJt27blYllRRES1atXizDPPTOvsl19+udolWwDA6s2ZMyfuu+++NV5XrVq1uP3222PQoEF5XVQeEVGnTp14+umn46677oqCgoKs3efJJ5+M8ePHZ21+JvQ//Q8A0vXFF19E165dV/nahRdeGI899li5WVQeEXHiiSfG9ddfn/jcYcOGJT4zW3Q/3Q8AKqNvvvmmTF+GOuKII3KQpnzp0aNH2l9Y2muvvcrNF5YifvtMZTp++eWXuPHGGxNOAwCU1Z133lnqovKddtrJovIE6X/6HwCUR/fff3/85S9/SXtReZ06dWLQoEEWla+C/qf/AUA6ioqKolu3bmW+vnXr1jFq1KgYPXp0XH755bHLLrtU+EXl48ePL/Oi8ojf3mvO56LyCN0vQvcDgEyNHz8+3njjjZTP7bPPPllIkz077bRT1KhRI+VzQ4YMKfW97VzS/XS/JFTsf2sDAKik3nnnnejZs2daZ6tVqxbnnHNOwoky07lz57TPXnrppbF06dIE0wAArNkee+yR7wgV0vfffx933HFH2ue7dOmSYJrMderUKe0Pvlx33XUxc+bMhBMBQOXWs2fPmDNnTqnX1K9fP1566aVy9yT1Sy65JB599NGsfWh22bJl8fjjj2dldib0vxX0PwBI3TXXXBPLly8v8fPzzjsv/vWvf+U+UBlceeWVcfDBByc6M90Pgeaa7reC7gcAlceyZcuiY8eOsWDBglKv69ixY7Rv3z5HqcqHWbNmxT//+c+0z5e3/tehQ4do0KBBWmcfeOCB+O677xJOBACsybRp0+KRRx4p9ZqrrroqR2kqP/1vBf0PAMqPe++9Ny644IK0z9eoUSN69+4d+++/f4KpKgf9bwX9DwBSM3jw4Bg/fvwar9t8883jtddei4EDB1a6B8f07t07pevz/V6z7reC7gcA6XvuueeiuLg45XNbbbVVFtJkT61atWLbbbdN+dzChQvTWuaeNN1vBd0vM5aVAwCUQ5dccknaZw888MDYcMMNE0yTuX333TdatGiR1tlvvvkmHnrooYQTAQCUbuutt853hArp8ssvj8WLF6d1dtNNN4299tor4USZadGiRdpPap0xY0bccMMNCScCgMrtscceK/X1Ro0axeuvvx6HHXZYjhKlpnPnztG9e/eszX/qqaeiqKgoa/PTof+toP8BQGpGjx4d/fr1K/HzE044Ie6///48JCqbwsLCeOyxx6J27dqJzRw7dmxis7JJ91tB9wOAyuPGG2+MUaNGlXpNixYt4sEHH8xRovLjlltuiWnTpqV1tkGDBnH88ccnnCgz9erVi+OOOy6ts0uWLInLLrss4UQAwJrcfffdpT5UZtttt037f98pSf9bQf8DgPLhrrvuiosvvjjt84WFhfHUU0/FUUcdlWCqykP/W0H/A4DUdO3atdTXCwoK4oILLohPP/00Dj300Bylyq0+ffqU+do6derE0UcfncU0a6b7raD7AUD6Bg8enPKZevXqRePGjbOQJrs23XTTtM4NHTo02SBp0P1W0P0yY1k5AEA5M2DAgBg5cmTa5zt06JBgmuRk8rTPG264IWbOnJlgGgCA0jVr1izRhUNVwejRo1P6kMX/Kq89NpNcDz74YHz77bcJpgGAyuuDDz6IMWPGrPb1+vXrx+uvvx577LFHDlOl7vTTT4/rr78+K7N/+umnePPNN7MyOx36X0n6HwCU3XXXXRfFxcUr/axVq1bx9NNPR2Fh+f5I28YbbxyXXnppYvPGjRtX7h5K8790v5J0PwCo+D744IO45ZZbSr2msLAwevbsGQ0bNsxRqvJh8uTJ8cADD6R9vk2bNuXy/fZM+l///v1j2LBhCaYBAEozY8aMNT4w5sorr4yCgoIcJarc9L+S9D8AyK9HH3004yUyt99+e5x44okJJapc9L+S9D8AKJspU6bEoEGDVvt6o0aN4qWXXop///vfUatWrRwmy50ff/wxpX0wRxxxRNSvXz+LiUqn+5Wk+wFA6hYuXBjvvfdeyucq6ufumjdvnta5zz//POEkqdH9StL90le+v9kFAFDFFBcXx9VXX532+Ro1apS7JxP9VyaFf8aMGVlb8gQAsCoFBQXRrFmzfMeoUK666qoSC6ZSUV4XFrVt2zbtBVlLly71pE0AKKMePXqs9rXq1atHr169olWrVjlMlL5rrrkmTjnllKzMHjhwYFbmpkP/K0n/A4Cy+frrr0v0mqZNm0a/fv3K5QcbV+WSSy5J7AtES5cujXnz5iUyK1t0v5J0PwCo2ObPnx+nnnpqLFu2rNTr/v73v8e+++6bo1Tlx8033xwLFy5M+3x57X+HHHJING7cOO3zF110Ubl/0BAAVBb33HNPqb8z22KLLaJ9+/Y5TFS56X+rpv8BQH706tUrzjvvvIxmnHzyyYk+gLqy0f9WTf8DgDXr3r37at9jbdmyZYwYMSKOOOKIHKfKrT59+qR0fbt27bKUpGx0v1XT/QAgNaNGjYrFixenfC6T7yDk07rrrpvWuS+++CLhJKnR/VZN90uPZeUAAOXIc889F5999lna5w844IBo0qRJgomSs/POO2e08PPhhx+OyZMnJ5gIAKB06f4CuSoaMWJEvPTSS2mf32yzzWK77bZLMFFymjZtGrvuumva5wcMGBAfffRRgokAoPIpLi6OAQMGrPb1u+66q8J9YPWRRx6JTTbZJPG5b7zxRuIz06H/rZ7+BwBrds8996z0odOCgoJ4+umnY4MNNshjqtQ0atQozj777MTmledl5brf6ul+AFBxXXLJJfHtt9+Wes3OO+8cN9xwQ44SlR8//vhjPPbYY2mfr1+/fhx22GEJJkpOjRo14tBDD037/CeffBL9+vVLMBEAsCqzZs2K+++/v9RrrrjiirQfQsfK9L/V0/8AIPcGDx4cp556akaLY3beeefo1q1bgqkqF/1v9fQ/AChdcXHxanvWdtttFyNGjIgtt9wyx6lyr3fv3mW+tk6dOtG6desspimd7rd6uh8ApObLL79M69ysWbOSDZIjdevWTevcpEmT8ragXfdbPd0vPT6RAQBQjtx6660ZnS+vZT/ityUDmeRbsmRJPPjggwkmAgAoXSZPVqxqbrnllozOl+ceGxFx+OGHZ3T+3nvvTSgJAFROH3zwQUyZMmWVrx177LFx4YUX5jhR5urXrx9PP/10VKtWLdG5X3755Wr/WeWS/lc6/Q8AVm/atGnRs2fPlX526aWXxiGHHJKnROk744wz8h0hJ3S/0ul+AFDxvPzyy/Hoo4+Wek2dOnXimWeeiRo1auQoVflx1113xZIlS9I+f8ABB0TNmjUTTJQs/Q8Ayr9//etfMWfOnNW+vvHGG8fJJ5+cw0SVm/5XOv0PAHJn9OjRcfzxx2fUTZo2bRr9+/ePOnXqJJisctH/Sqf/AcDqDR48OMaNG1fi5zvssEO89dZbsc466+QhVW5NmDAhRo4cWebrjzzyyKhXr14WE5VO9yud7gcAZTd27Ni0zi1atCgWLVqUcJrsS/f3i0VFRTFv3ryE05SN7lc63S91lpUDAJQTgwcPjs8++yyjGZk8/ScXjjjiiIzOP/LII7Fw4cKE0gAAlM6y8rIZO3ZsvPTSSxnNqOw9tlevXjFp0qSE0gBA5TNgwIBV/rxZs2bRvXv3HKdJzp577hmdO3dOfO67776b+MxU6H9rpv8BwOoVFRVFx44df/8Q49Zbbx033nhjnlOlZ4cddojNNtsskVn5/EJSaXS/NdP9AKBimT59enTq1GmN1915552x5ZZb5iBR+TJz5szo0aNHRjPKe/87/PDDo6CgIO3z7777bowaNSrBRADA/zdnzpy47777Sr3m8ssvj+rVq+coUeWm/62Z/gcAuTFlypRo3bp1zJ8/P+0Z1apVi169ekXz5s0TTFa56H9rpv8BwOp17dq1xM9atGgRr776aqy99tp5SJR7ffr0ieLi4jJf365duyymKZ3ut2a6HwCU3XfffZf22a+++irBJLmRydLvuXPnJpikbHS/NdP9UmdZOQBAOXH33XdndH699daL7bbbLqE02XHooYdGYWH6FfTXX3+Np556KsFEAACr16BBg3xHqBDuueeelD5g8b9q1KgRBx54YIKJkrfrrrtm9IGZpUuXxv33359gIgCoXF588cVV/vzf//53hX+AzPXXX594r0z3KfRJ0f/WTP8DgNVbd91147HHHovvv/8+/vrXv0b37t2jVq1a+Y6VtsMPPzzjGbVr146GDRsmkCZ5ut+a6X4AULH8+c9/jilTppR6zeGHHx5dunTJUaLy5ZFHHsloIVRE+f/SUrNmzWKHHXbIaMY999yTUBoA4H/df//9MXPmzNW+3rx58zj99NNzmKhy0//KRv8DgOxatGhRHHPMMTFx4sSM5vz973+P/fffP6FUlZP+Vzb6HwCUNHXq1Bg0aNBKP1trrbXilVdeiWbNmuUpVe717t27zNfWqVMnjj766CymKZ3uVza6HwCUzaxZs9I+O3r06MRy5MqcOXPSPlutWrUEk5SN7lc2ul9qLCsHACgHPv/88xg8eHBGMyrCBykaN26c8UL1f/3rXxl9IR4AoKzq1q2b7wjl3vTp0zN+mMwuu+wS9evXTyhRdhQWFsY+++yT0YyuXbvGggULEkoEAJXHjBkz4osvvijx88MPPzzat2+fh0TJatq0aVx66aWJzsznsnL9r+z0PwAo3QYbbBD33Xdf7L777vmOkpE999wz4xnNmzePgoKCBNIkS/crO90PACqGHj16RL9+/Uq95g9/+EP06NEjR4nKlyVLlsQDDzyQ0YxmzZrFFltskVCi7Mn0s5Z9+vTJeHkWAFDSvHnz4t577y31mn/84x9Rs2bNHCWq3PS/stP/ACC7zjrrrBg5cmRGM3bccce47rrrkglUSel/Zaf/AUBJ3bt3j6VLl670sx49esRWW22Vp0S59/PPP8f7779f5uuPPPLIqFevXhYTrZ7uV3a6HwCUzdy5c9M+m0qHKi8y+fvm+vsTul/Z6X6psawcAKAceOihhzKescceeySQJPv23nvvjM5//fXX8eqrryaUBgBg9fL1QYCKpHv37rFo0aKMZlSVHjtjxox48sknE0oDAJXHu+++W+LBdIWFhXHHHXfkKVHy/vKXv0StWrUSm/fNN98kNitV+l/Z6X8AUDW0atUq4xmZPuw5W3S/stP9AKD8Gz9+fFx44YVrvO6xxx6LZs2a5SBR+dO/f/+YNGlSRjOqSv9btmxZ3H///QmlAQD+68EHH4xff/11ta+vt9560alTpxwmqtz0v7LT/wAge+6///549tlnM5pRq1atePrppz3UZg30v7LT/wBgZcXFxdGtW7eVfva3v/0tjjvuuDwlyo8+ffqU+O5Ladq3b5/FNKXT/cpO9wOAspk/f37aZwcNGpRSjyoP5syZk9a5tdZaK+d7anS/stP9UmNZOQBAni1atCjjD1REROy+++4JpMm+ffbZJ+MZDz/8cAJJAABKl+RCycqqR48eGc/QYwGganv33XdL/Oykk04qtwsb07HOOuvEySefnNi86dOnJzYrVfpfavQ/AKj8WrRoEYWFmX0Eb5dddkkoTbJ0v9TofgBQfhUVFcVpp50Wc+fOLfW6Tp06xbHHHpubUOVQ9+7dM55Rlfpft27dYunSpQmkAQAiIhYsWBB33313qddcdtllUbt27Rwlqvz0v9TofwCQvA8//DAuvfTSjOfccsstsc022ySQqHLT/1Kj/wHACq+//nr88MMPv//nLbbYIm699dY8JsqP3r17l/naunXrxtFHH53FNKXT/VKj+wFAdk2ePDnef//9fMdIyffff5/WuZYtWyacZM10v9TofmVnWTkAQJ698MILMWvWrIxm1KxZM3baaadkAmVZpk8nioh47bXXMv5nBgCwJjVr1sx3hHLtvffei6+//jrjORXlKZu77LJLxl92++yzz+Krr75KKBEAVA7/u6y8oKAgrrrqqjylyZ4zzzwzsVlrWqqULfpf6vQ/AKj8atasGeutt15GMw466KCE0iRH90ud7gcA5dedd94Zw4cPL/WaTTfdNP71r3/lJlA5NGHChHj99dcznlNR+t96660XG2+8cUYzZsyYEUOGDEkoEQDwyCOPxLRp01b7+jrrrBPnnHNODhNVbvpf6vQ/AEjWrFmzon379rFkyZKM5uyxxx5x0UUXJZSq8tL/Uqf/AcAKXbt2/f3/LiwsjO7du1e5hwpOmjQp3nvvvTJff+SRR0bdunWzmGj1dL/U6X4AsGZ16tTJ6HyPHj0SSpIbX375ZVrndtlll4STlE73S53uV3aWlQMA5Nnjjz+e8Yxtt902atWqlUCa7Ntwww1j3XXXzWjGkiVLon///skEAgBYjYrSr/IliR7bpEmT2GijjTIPkwM1a9aMHXbYIeM5zz//fAJpAKDyGDNmzEr/+Ygjjogtt9wyT2myZ++9946mTZsmMmvevHmJzEmV/pce/Q8AKr/GjRtndHbXXXdNME0ydL/06H4AUP6MGTMmrrnmmlKvqVatWvTs2TPq16+fo1TlzxNPPBFFRUUZz9l5550TSJMbu+22W8Yz9D8ASMaiRYvizjvvLPWaSy65JG/LfSoj/S89+h8AJKdz584xbty4jGYUFhbG/fffHwUFBQmlqrz0v/TofwAQMXXq1Bg4cODv//mMM86IvfbaK4+J8qNv375RXFxc5uvbt2+fxTSl0/3So/sBQOky+c5ERETPnj1j+vTpCaXJrgULFsSPP/6Y1tk999wz4TSl0/3So/uVjWXlAAB5NHHixHjrrbcynrPNNtskkCZ3kviid69evRJIAgCwetWqVct3hHJr8eLF0bt374zn6LEAULVNmDAh5s6du9LPLrroojylya7CwsJo06ZNIrMWLlyYyJxU6H/p0/8AoPLLZEnSCSecUO5+D6n7pU/3A4DyZfHixXHKKafEkiVLSr3uyiuvjD322CNHqcqnnj17ZjyjefPm0bBhwwTS5EYS/W/AgAFr/O8XALBmXbt2jSlTpqz29SZNmsR5552Xw0SVn/6XHv0PAJLxzDPPRJ8+fTKec9ZZZ0WrVq0SSFT56X/p0f8AIKJevXpxzz33xE477RQNGjSIm2++Od+R8iKVz9PVrVs3jjrqqCymKZ3ulx7dDwBKt/7662d0ftGiRfHggw8mlCa7Pv3005QeVPNfBQUFcfjhh2ch0erpfunR/crGsnIAgDzq379/Wv9i8r8q2he9d9xxx4xnDBkyJGbMmJF5GACA1ahevXq+I5Rbr7/+eonFoumoij32q6++is8++yzzMABQCXz55Zcr/ecWLVrEwQcfnKc02bf//vsnMqdmzZqJzEmF/pc+/Q8AKr8aNWqkfbZjx44JJkmG7pc+3Q8AypfLL788vvjii1Kv2X333ePqq6/OUaLy6fPPP49vv/024zlVsf/NmjUrXnvttczDAEAVtnjx4rjjjjtKvebCCy+MBg0a5ChR5af/pU//A4DMTZo0Kf76179mPKdRo0Zxyy23JJCo8tP/0qf/AUBE/fr14/zzz4+PP/44vvvuu2jWrFm+I+Xc5MmT49133y3z9UcddVTUrVs3i4lWT/dLn+4HAKXbeOONM55x9913l/oQ6/Li1VdfTevc7rvvHuutt17CaVZP90uf7lc2lpUDAOTRCy+8kMicilb4k3g60dKlSxP75wcAsCqWla+eHpuZ559/PpE5AFDR/e+y8o4dO0ZBQUGe0mTf7rvvnsic2rVrJzInFfpfZvQ/AKjc5syZk9a5rbfeOrEH2iRJ98uM7gcA5cNbb70V//rXv0q9pl69evH0009X+feF9b/M6H8AkJnu3bvHzz//XOo166+/fnz77bdRVFSUo1SVm/6XGf0PADJz9tlnx8yZMzOec91118U666yTQKLKT//LjP4HACs0bdo03xHyom/fvin9brJ9+/ZZTFM63S8zuh8ArN62226b8Yy5c+fGlVdemUCa7Hr55ZfTOnf66acnnKR0ul9mdL81s6wcACBPfv3113j77bcTmbXVVlslMidXkir8vXr1SmQOAMCqVOZFmZlYvnx5DBo0KJFZFa3Hbr/99onM0WMB4De77LJL3Hvvvb//Offcc/MdKas222yzaNKkScZzGjZsmECastP/Mqf/AUDlNnv27LTOXXjhhQknyZzulzndDwDyb/bs2XH66adHcXFxqdfde++9semmm+YoVfnVr1+/ROZUtP73xz/+Mf7whz9kPGfgwIGxePHiBBIBQNWzdOnSuO2229Z43dlnnx2bb755NGjQIHbffffo3Llz3H///TF8+PBYtGhRDpJWLvpfZvQ/AEjf008/Ha+88krGc1q2bBldunRJIFHVoP9lRv8DAPr06VPma+vVqxdHHnlkFtOUTvfLjO4HAKu38847JzLniSeeiHfffTeRWdnwyy+/xIcffpjyuXr16sXJJ5+chUSrp/tlRvdbM8vKAQDyZNCgQbF8+fKM51SrVi1atGiRQKLc2XTTTaOwMPMqOnz4cIUfAMiaJPpKZTR8+PCYPn16IrNatmyZyJxcqV+/fvzxj3/MeM63334bP/74YwKJAKBi22+//eJvf/vb73822GCDfEfKuiSWHzVt2jSBJGWn/+l/AEDp0llW3rx58zjjjDOSD5Mh3U/3A4DKoEuXLjFhwoRSrznmmGOic+fOOUpUfo0fPz5Gjx6dyKyK1v8iIjbffPOMZ8ydOzfef//9BNIAQNXzxBNPxE8//VTm6xcsWBAjR46Mbt26xQUXXBD77bdfNGrUKA444IC47rrrYujQoZaXr4H+p/8BQL7Mnj07Lr300kRmXXHFFVG9evVEZlV2+p/+BwBkZsqUKTF8+PAyX3/UUUdF3bp1s5ho9XQ/3Q8AsmmLLbaIddddN+M5RUVFcdppp8W8efMSSJW8nj17RnFxccrnzjnnnGjYsGEWEq2a7qf75YKNSwAAefLqq68mMqd58+YV7sMVtWrViubNm2c8Z9GiRfHBBx8kkAgAoKSCgoJ8RyiXkuqx1atXT6QT5tpmm22WyJxhw4YlMgcAqFg22mijjGck8aGOVOh/+h8AsHoLFiyIOXPmpHzu6quvjpo1a2YhUWZ0P90PACq6Xr16xTPPPFPqNeuuu2489thjOUpUviXV/yIiNt5448Rm5Yr+BwD5s2zZsrj11lsznrN48eIYNmxYXH/99XHggQdGo0aN4sADD4x//etfa3yATVWk/+l/AJAvV155ZUydOjXjORtttFGcdtppCSSqGvQ//Q8AyMwLL7wQRUVFZb6+Xbt2WUxTOt1P9wOAbDvwwAMTmfPDDz/EBRdckMisJBUVFcUDDzyQ8rnatWvHJZdckoVEq6f76X65YFk5AECevPXWW4nMqYhlP0LhBwDKP8vKV+3NN99MZE7z5s2jWrVqiczKJT0WAMhEixYtMp6xySabJJCk7PQ//Q8AWL3PPvssiouLUzqz/fbbR6dOnbKUKDO6n+4HABXZpEmT4i9/+csar+vevXuss846OUhU/iXV/6pXrx4bbLBBIrNySf8DgPx5+umnY9y4cYnPXbx4cQwdOjQuuuiiaNGiRey5555xzz33xI8//pj4vSoi/U//A4B8+Pjjj+Phhx9OZNYVV1wR1atXT2RWVaD/6X8AQGb69OlT5mvr1asXRx11VBbTlE730/0AINuOOeaYxGb16NEjHn300cTmJWHAgAExfvz4lM9ddNFF8cc//jH5QKXQ/XS/XLCsHAAgDz7//PP45ZdfEpllWbnCDwCQK7Nnz46PP/44kVl6rB4LAFVRo0aNMp6x+eabZx6kjPQ//Q8AKN2YMWNSur6goCDuv//+KCwsfx/b0/10PwCoyIqLi+PMM8+MGTNmlHrdX/7ylzjyyCNzlKp8Ky4ujqFDhyYya8MNN6zSD6sZMWJELFmyJJFZAFAVLF++PG655Zas36e4uDjef//9uOSSS2KjjTaKPfbYI3r06BELFy7M+r3LI/1P/wOAfLn44oujqKgo4zkbbrhhnHHGGZkHqiL0P/0PAMjML7/8Em+//XaZrz/66KOjTp06WUy0erqf7gcAuXDkkUdG7dq1E5v317/+NbEOk6ni4uK47bbbUj637rrrxj//+c8sJFo93U/3y5Xy960nAIAqIKknE0VU3C96t2zZMpE5I0aMiKVLlyYyCwCA0g0bNiyWL1+eyKyq3mO///77+PnnnxOZBQBUHHXr1s14xpZbbplAkrLR//Q/AKB0n376aUrXn3POObHffvtlKU1mdD/dDwAqsgceeCAGDx5c6jVbbLFF3HXXXTlKVP599tlnMW3atERmVfX+t3Dhwhg1alQiswCgKnj22Wfj22+/zfl9P/jggzjrrLNigw02iMsuuyx++OGHnGfIJ/1P/wOAfHjppZcSe9DvZZddFjVq1EhkVlWg/+l/AEBmXnjhhZQ+T9euXbsspimd7qf7AUAuNGzYMNq2bZvYvKVLl8YJJ5wQn3/+eWIz0/XMM8/EyJEjUz533333RcOGDbOQaPV0P90vVywrBwDIgySf6FRRC//666+fyJwFCxYo/AAAOaLHJtdjIyKxD14DABVHvXr1Mp6xyy67JJCkbPQ//Q8AKF0qD6neeOON4/bbb89imszofrofAFRUX3/9dfzjH/8o9ZoaNWrEM888k8jDBCsL/U//A4B8KCoqiptvvjmvGWbMmBF33XVXbLbZZnHUUUcl2ovKM/1P/wOAXCsqKorLL788kVkNGjSI008/PZFZVYX+p/8BAJnp3bt3ma+tV69eHHnkkVlMUzrdT/cDgFz585//nOi8GTNmxJ/+9KcYO3ZsonNT8csvv8TFF1+c8rljjz022rdvn4VEpdP9dL9csawcACAPPvjgg8RmKfwRb7/9dmKzAABYPT1WjwUAMlNUVJTR+U022SQaN26cUJo10//0PwBg9caOHRtfffVVma6tVq1aPPPMM9GwYcMsp0qf7qf7AUBFtHTp0ujYsWMsXLiw1Ouuu+66nD4EsCLQ/yKaNm0a1atXT2SW/gcAZdO7d+/4+uuv8x0jIn577/bll1+OAw88MA499NAYOXJkviNllf6n/wFArj399NPx2WefJTKrY8eO0aBBg0RmVRX6n/4HAKRv2rRpKS0tPProo6NOnTpZTFQ63U/3A4Bc2XfffWP33XdPdObUqVPjoIMOim+++SbRuWV1zjnnxLRp01I606JFi3j88cezlKh0up/ulyuWlQMA5NiUKVNi0qRJic2rqIU/yS96jx49OrFZAACs2vLlyxPtXRW1x6633npRWJjMr1X1WACoeubMmZPR+X333TehJGum//1G/wMAVqdv375lvvbmm2+OPffcM4tpMqP7/Ub3A4CK5/rrr4+PPvqo1Gv22Wef+Oc//5mjRBXHmv65paKi9r/CwsJYb731Epml/wHAmhUXF8dNN92U7xir9Prrr8fuu+8exx13XHz++ef5jpMV+p/+BwC5tHz58rj++usTm3feeeclNquq0P/0PwAgff369Yvly5eX+fr27dtnMc2a6X66HwDk0uWXX574zEmTJsWee+4Zb775ZuKzS3PvvfdG//79UzpTq1at6NWrVzRp0iQ7odZA99P9csWycgCAHPvwww8Tm1WrVq1o1qxZYvNyKcll5V9++WViswAAWLWvvvoqFixYkNi8Fi1aJDYrl6pXrx5NmzZNZNZXX32VyBwAoOKYO3duRucPPvjghJKsmf73G/0PAFidPn36lOm6448/Pv7xj39kOU1mdL/f6H4AULGMGDEibrvttlKvadCgQTz11FOJPZCkspg7d2588803ic2rqP0vIrnPMU6dOjVmzJiRyCwAqKxeeOGFcr8IvH///rHDDjvEWWedVan+t13/W0H/A4DceP755+OHH35IZNa+++4b2267bSKzqgr9bwX9DwBIR+/evct8bf369ePII4/MYprS6X4r6H4AkBvHHHNM7LHHHonPnTFjRhx22GHx8MMPJz57VYYPHx5///vfUzpTWFgY//nPf2K33XbLUqrS6X4r6H7Z51O3AAA5luSTidZdd90oKChIbF4u1apVK7GnQ40dOzalJ5MCAJC6JHtsYWFhrLvuuonNy7U//vGPicyZM2dOTJgwIZFZAEDFMGfOnLTPFhQU5HRZuf63gv4HAPyvt956Kz755JM1XrfDDjvEk08+mYNEmdH9VtD9AKBimD9/fpx66qlr/MzY/fffHxtvvHGOUlUcH3/8cRQXFyc2b7311ktsVq4l1f8iIr744ovEZgFAZVNcXBw33XRTvmOUSVFRUfTo0SO22mqrePbZZ/MdJxH63wr6HwBkX3Fx8RofMpiKv/zlL4nNqir0vxX0PwAgVb/++msMHTq0zNcfffTRUbt27ewFWgPdbwXdDwBy56677srK3GXLlsV5550X559/fixbtiwr94iI+P777+P4449P+R4PPvhgHH/88VlKtWa63wq6X/ZZVg4AkGMff/xxYrMq8pe8IyLWXnvtROYsWbIkvvvuu0RmAQCwakn22LXXXjuqVauW2LxcS6rHRkR8+eWXic0CAMq/X3/9Ne2zrVq1SvQN9DXR/1bQ/wCA/1WWL9evv/768dJLL0X9+vVzkCgzut8Kuh8AVAwXXXRRfP/996Ve07Zt2zj99NNzlKhiSbL/RVTszzHqfwCQGwMHDozRo0fnO0ZKfvnllzj55JPjyCOPjB9//DHfcTKi/62g/wFA9g0aNCg+++yzRGY1adIkTjjhhERmVSX63wr6HwCQqn79+qW0tLJ9+/ZZTLNmut8Kuh8A5M7ee+8dnTp1ytr8Bx98MI444oiYOXNm4rNnzpwZRx11VEyfPr3MZwoKCuL++++Pc889N/E8qdD9VtD9ss+ycgCAHEuymDZr1iyxWfnQpEmTxGYp/AAA2aXHrqDHAgDp+uabb9I+e9xxxyWYZM30vxX0PwDg/xs9enQMHjy41GsaN24cr7zySqy//vo5SpUZ3W8F3Q8Ayr9BgwbFY489Vuo166+/fjz66KM5SlTxJNlTGjRoEHXr1k1sXq7pfwCQGzfddFO+I6TtlVdeiW222SYef/zxfEdJm/63gv4HANl3zz33JDbrhBNOiJo1ayY2r6rQ/1bQ/wCAVPXu3bvM19avXz+OOOKILKZZM91vBd0PAHLrrrvuij/+8Y9Zmz9kyJDYfffdY+zYsYnNnD9/fhx11FEpzSwsLIxHH300zj///MRypEv3W0H3yz7LygEAcmjp0qUxbty4xOZV9C96J/l0oi+++CKxWQAAlJTkL/H12BX0WACoWjLpVO3bt08wyZrpfyvofwDA//fPf/6z1Nfr1asXL730Umy33XY5SpQ53W8F3Q8Ayrdp06bF2WefXeo1BQUF8cQTTyT6ZZTKRv9bQf8DgOx7+eWX48MPP8x3jIzMnz8/zj777DjrrLNi4cKF+Y6TMv1vBf0PALLriy++iGHDhiU278QTT0xsVlWi/62g/wEAqZgxY0a8+eabZb6+devWUbt27SwmWjPdbwXdDwByq1GjRvHMM89EtWrVsnaPb7/9NvbYY494/fXXM561dOnSOOGEE2LEiBFlPlO7du147rnnonPnzhnfPwm63wq6X/ZVz3cAAICq5Pvvv4/ly5cnNk/hX8HTiQAAsmfBggUxceLExObpsSvosQBQdUyZMiVmz56d1tl99903WrZsmXCi1dP/Vqb/AQD/1adPn3jttddW+3rdunVj4MCBseeee+YwVWZ0v5XpfgBQvnXu3Dl++eWXUq+58MIL409/+lOOElVM33zzTWKz9L8V9D8AWLUbb7wx3xES06NHj/j444+jb9++OX3/NlP63wr6HwBk10MPPZTYrPXWWy8OOOCAjOfMmzcvRo0aFZ9//nmMGzcufvjhhxg/fnzMnj075s2bF/Pnz48lS5ZE/fr1o0GDBtGwYcPYaKONYquttoqtttoqdtlll9hhhx2ioKAg879Ujuh/K+h/AEAq+vfvH8uWLSvz9e3bt89imrLR/VbQ/QAg9w444IC44YYb4sorr8zaPWbNmhVHHHFE3HvvvfHXv/41rRlLly6N9u3bl/pdkP/1hz/8IQYMGBB77bVXWvfMBt1vBd0v+ywrBwDIoSSfTBQRse666yY6L9eaNGmS2KzvvvsusVkAAKzs22+/jeLi4sTm6bEr6LEAUHV8/fXXaZ8988wzE0yyZvrfyvQ/ACAiYvLkyfGXv/xlta/XrVs3XnzxxTjwwANzmCpzut/KdD8AKL8ef/zxGDBgQKnXbLvttnHrrbfmKFHFNHv27Jg6dWpi8/S/FSZPnhwLFiyIunXrJjYTACq6wYMHx/vvv5/vGIkaM2ZMtGrVKp566qlo3bp1vuOskf63Mv0PALJn3rx50bNnz8TmtW/fPgoLC1M+N3/+/Bg8eHC8+uqrMWLEiPjiiy+iqKhojedmz54ds2fPjojfltO8/PLLv7+27rrrxqGHHhpHH310HHPMMVGrVq2Uc+WK/rcy/Q8ASEXv3r3LfG2DBg3i8MMPz2KaNdP9Vqb7AUB+XH755b8/8Dlbli9fHhdccEF8/vnn8cADD0SNGjXKfHbZsmVx0kknRf/+/ct8Zuutt44BAwbEpptumkba7ND9Vqb7ZV/qv50HACBtST6ZKKLiP52ofv36ic2aMmVKYrMAAFiZHruyJHvsr7/+GsuWLUtsHgBQfo0YMSKtc02aNIkTTzwx4TSl0/9Wpv8BAMuWLYtTTjklpk+fvsrXGzZsGK+++mqFW1Qeofv9L90PAMqnH374IS666KJSr6lZs2Y888wzUbt27Rylqpj0v5Ul2f8ifI4RAP7XjTfemO8IWTFr1qw49thjo1u3bvmOskb638r0PwDInueeey7mzp2b2LxUPjM3d+7c6NatWxx55JGx9tprx/HHHx9du3aNzz77rEyLytdk6tSp0bNnz+jQoUNssMEGcemll8a3336b8dxs0P9Wpv8BAGU1c+bMeOONN8p8fevWrfP+3rTutzLdDwDyo6CgIHr27Bm77bZb1u/VtWvXOPTQQ+PXX38t0/VLly6Nk046KaVF6m3bto0PPvigXC0qj9D9/pful32WlQMA5NBPP/2U6LyKXviTfJJQkk99AgBgZXrsypLssUVFRfHLL78kNg8AKL+GDh2a1rk///nPUadOnWTDrIH+tzL9DwA4//zz46233lrla+uss04MHTo09t133xynSobutzLdDwDKn+XLl8dpp522xkVHN998c2y//fY5SlVx6X8rS7L/RfjSEgD8f59++mlMnjw5WrRoEeuvv36su+660bhx46hRo0a+oyWiqKgoOnfuHHfccUe+o5RK/1uZ/gcA2fP0008nNqtFixaxxx57rPG6999/Pzp16hTrrbdedO7cOV555ZVYvHhxYjlWZfr06XH33XfHVlttFZ06dYqJEydm9X6p0v9Wpv8BAGXVv3//WLp0aZmvb9euXRbTlI3utzLdDwDyp06dOjFw4MDYZJNNsn6voUOHxu677x5fffVVqdctXrw4TjjhhOjTp0+Z5larVi1uu+226N27d+KLsJOg+61M98u+6vkOAABQlfz888+JzltnnXUSnZdr9erVS2zWkiVLYsaMGdGkSZPEZgIA8Bs9dmVJ9tiI335x/cc//jHRmQBA+bJs2bJ49913Uz5Xs2bN6NKlSxYSlU7/W5n+BwBV25VXXhmPPvroKl/bdNNN4+WXX47NNtssx6mSo/utTPcDgPLn9ttvX+Pv1g488MC45JJLcpSoYtP/VpaN/gcA/Gb77beP7777bpWvLVq0KObNmxdz586NadOmxS+//BK//PJLTJ06NSZMmBDjxo2LcePGxY8//hiLFi3KcfLU/OMf/4hff/01br/99nxHWSX9b2X6HwBkx8SJE+Ptt99ObN5RRx212teKi4ujf//+ccstt8SHH36Y2D1TtXz58ujevXv85z//iYsuuiiuvfbaqFWrVt7y/Jf+tzL9DwAoq7IusYyIaNCgQRx++OFZTFM2ut/KdD8AyK911103hgwZEvvss09MmjQpq/f6/vvvY4899ojnnnsujjjiiBKvL1iwII477rgYPHhwmeZtuOGG8cwzz8Q+++yTdNTE6H4r0/2yz7JyAIAcSvpfotZaa61E5+VaNp5OZFk5AEDy9NiVecomAJCqUaNGxfz581M+d9ppp8UGG2yQhUSl0/9Wpv8BQNV1xRVXxK233rrK1/bYY48YNGhQ/OEPf8hxqmTpfivT/QCgfPnkk0/iuuuuK/WaRo0axZNPPhkFBQW5CVXB6X8r0/8AID9q164dtWvXjj/84Q+x8cYbr/a64uLi+P777+PTTz+NTz/9NEaPHh3vvfdeTJs2LYdp1+yOO+6IWbNmrfahh/mk/61M/wOA7Hj22WejuLg4sXmrWjBUVFQUzz77bNx6663xxRdfJHavTC1atChuvfXWGDhwYDz11FOx88475zWP/rcy/Q8AKItZs2bFkCFDynx9mzZtonbt2llMVDa638p0PwDIv4033jiGDBkS++23X0yfPj2r95ozZ060bt067rjjjrj44ot///msWbPi6KOPjnfffbdMc44//vjo1q1bNG7cOFtRE6H7rUz3y77CfAcAAKhKkn46UcOGDROdl2ueTgQAUDHosSvTYwGAVKXywdX/ql69elx++eVZSLNm+t/K9D8AqHqWLl0aZ5999moXlUdEzJ8/PwYMGBALFy7MYbLk6X4r0/0AoPxYtGhRdOzYMZYuXVrqdQ8//HA0b948R6kqPv1vZfofAJRvBQUFsemmm8bxxx8f1113XfTv3z9++eWXGDt2bDz++OPRrl27cvMl6q5du+bt/d3S6H8r0/8AIDueffbZxGbVrl07DjrooJV+NnTo0GjVqlV07NixXC0q//+++OKL2H333Ut9jzkX9L+V6X8AQFkMGDAglixZUubr27Vrl8U0Zaf7rUz3A4DyYauttoohQ4bE2muvnfV7LV++PC655JLo1KlTLFmyJCZPnhz77bdfmRaV169fPx599NHo27dvuV9UHqH7/S/dL/ssKwcAyJHi4uJEC2mNGjWiTp06ic3Lh6SfFqrwAwBkh6dsrkyPBQBS1atXr5TPnHzyybHJJptkIc2a6X8r0/8AoGqZOnVqHHTQQfH444+Xet1nn30WZ599djRv3jyuvvrqmDFjRo4SJkv3W5nuBwDlxz//+c/48ssvS73mlFNOiRNPPDFHiSoH/W9l+h8AVEybb755nHXWWdGrV6+YNm1avPHGG9G5c+e8d5PbbrstHnjggbxm+F/638r0PwBI3oQJE+KTTz5JbN7+++8fdevWjYiI77//Po4//vg48MADE71HtixbtiyuuOKKOOWUU2Lx4sV5yaD/rUz/AwDKok+fPmW+tmHDhnH44YdnMU3Z6X4r0/0AoPzYYYcd4s0334x11lknJ/fr3r17HHTQQbH33nvHZ599tsbr99133xgzZkz8+c9/zkG6ZOh+K9P9ss+ycgCAHJkxY0YsW7YssXkV/clEERHVqlVLdJ7CDwCQHb/88kui8yp6l9VjAYBUfPnll/H555+ndKZatWpxxRVXZCnRmul/K9P/AKDqePnll2OHHXaId955p8xnfv3117jppptio402iquuuipmzZqVvYBZoPutTPcDgPJhyJAhcd9995V6zYYbbhgPPvhgjhJVHvrfyvQ/AKj4atSoEQcddFB07do1pkyZEs8++2zsueeeectz4YUXRu/evfN2//+l/61M/wOA5L300kuJzjvyyCNj+fLlcdddd8V2220X/fr1S3R+LvznP/+JAw88MKZNm5bze+t/K9P/AIA1mT17dgwePLjM17du3Tpq1aqVxURlp/utTPcDgPJl++23j7feeiuaNm2ak/u9++67MW7cuFKvqV27dtx5550xdOjQ2GSTTXKSKym638p0v+yzrBwAIEeS/lJ6RX8yUUTyhX/mzJmJzgMAIGLZsmUxb968xOZVq1Yt6tevn9i8fNBjAYBUPPfccymfOeuss2KLLbbIQpo10/9K0v8AoPKbOXNmdO7cOY466qiYOnVqWjPmzp0bN998c2y22WbRtWvXKCoqSjhl8nS/knQ/AMi/mTNnxplnnhnFxcWrvaawsDCeeuqpSvEZulzzOcaV6X8AULnUrl07TjzxxHjvvfdi+PDh0aZNmygoKMhphqKiojj11FPjk08+yel9V0f/W5n+BwDJe/HFFxOd17x589hzzz3jsssui4ULF5bpzDrrrBMnnHBC/Otf/4rXXnstfvjhh5g1a1YsW7YsZs2aFePGjYuPPvoonnjiiejSpUu0atUq0cyrMmLEiLwsLNf/Vqb/AQBrMnDgwFiyZEmZr2/fvn0W06RG91uZ7gcA5c8222wT77zzTrRo0SLfUWLfffeN0aNHx6WXXhqFhRVvDbPutzLdL/sq3v+XAABUULNnz050XkV/MlFERPXq1ROdt3jx4kTnAQAQMWfOnETnNWjQINF5+aDHAgCpeP7551O6vl69enH99ddnKc2a6X8l6X8AUHktX748Hn/88dhyyy2jW7duicycPn16nHPOObHrrrvGmDFjEpmZLbpfSbofAOTfeeedFxMnTiz1mksvvTT233//HCWqXHyOcWX6HwBUXvvss08MGDAgxowZE61bt87pvRcvXhzt27ePuXPn5vS+q6L/rUz/A4BkLVq0KN58883E5hUUFMSJJ54Yo0aNWuO1a6+9dvz1r3+NYcOGxZQpU6JPnz5x4YUXxqGHHhobb7xxrLXWWlGtWrVYa621YqONNoqdd945Tj/99HjggQdi1KhR8d1338U111wTzZs3Tyz///riiy/i4IMPjunTp2ftHv9L/1uZ/gcArEnv3r3LfG3Dhg3jsMMOy2Ka1Oh+K9P9AKB82myzzeLdd9+NrbfeOi/3b9iwYTz88MMxbNiw2GKLLfKSIQm638p0v+yzrBwAIEeSfjJRRS/7Eck/nWjRokWJzgMAQI9dFT0WACir9957L7755puUzlxyySWx3nrrZSnRmul/Jel/AFA59e3bN7bddts4++yz45dffkl8/scffxy77bZb3HrrrbF8+fLE5ydB9ytJ9wOA/Hr22WfjueeeK/WanXbaKW688cYcJapcli9fHvPmzUtsXkFBQYV/YI3+BwCV33bbbRcDBw6Md999N/bZZ5+c3fe7776Lzp075+x+q6L/laT/AUCyRowYEQsXLkxsXnFxcSxZsqTUa7beeut4/PHH4+eff4777rsv9ttvvygsTH1tSsuWLeP666+Pb7/9Nu66665o0qRJurFL9dlnn8Wf/vSnnDzIRv8rSf8DAEozZ86cGDx4cJmvb9OmTdSqVSuLicpO9ytJ9wOA8mv99deP4cOHxx577JHT+zZq1Cg++eSTOPfcc6OgoCCn906S7leS7pd9lpUDAORI0k8mWmuttRKdlw9JP51I4QcASJ4eW5IeCwCU1b///e+Url933XXjsssuy1KastH/StL/AKDyKCoqihdffDF22223aNu2bXz99ddZvd+SJUviiiuuiIMPPjimTZuW1XulQ/crSfcDgPyZOHFidOnSpdRr6tSpE08//XTUrFkzR6kqlzlz5kRxcXFi8+rXr5/WIqjyRP8DgKpjr732iuHDh8cTTzwR66yzTk7u+fzzz8ejjz6ak3utiv5Xkv4HAMkaPnx4zu61zTbbRO/evePzzz+Ps846K7ElkbVq1YpLLrkkvvvuuzj++OMTmfm/xowZEx07dky0m62K/leS/gcAlGbQoEGxePHiMl/fvn37LKZJje5Xku4HAOVbkyZN4o033og2bdrk7J6zZs2Kk046KSZMmJCze2aD7leS7pd9Ffu/IQAAFUjSX/SuV69eovPyIekPV6TyRgAAAGWjx5akxwIAZTFx4sR44YUXUjpzxx13RP369bOUqGz0v5L0PwCo+KZNmxa33XZbtGzZMlq3bh2jRo3K6f2HDRsWrVq1io8//jin910T3a8k3Q8A8qO4uDjOOOOMmDlzZqnX3X777bH11lvnKFXlo/+VpP8BQNVz+umnx9ixY6NTp045ud+ll14aP//8c07u9b/0v5L0PwBIVi6WlW+wwQbRo0eP+PTTT6Nt27ZRUFCQlfs0btw4+vbtG/fcc0/UqFEj8fkDBw6MK6+8MvG5/5/+V5L+BwCUpnfv3mW+dq211opDDz00i2lSo/uVpPsBQPlXt27d6NevX3Tp0iVn9xw5cmTsvPPOMWTIkJzdM2m6X0m6X/ZZVg4AkCNJPzkn6Sf75ENRUVGi8zydCAAgeXpsSXosAFAWDz30UCxbtqzM1++3335x2mmnZTFR2eh/Jel/AFAx/frrr9GzZ89o165dNG/ePC6//PIYP3583vL89NNPsd9++5WrD7nqfiXpfgCQH//+97/jjTfeKPWaQw89NM4///wcJaqc9L+S9D8AqJoaN24c3bp1iwEDBsQ666yT1XvNmzcvLr744qzeY3X0v5L0PwBIzrJly2LEiBFZm1+vXr24/vrr45tvvokzzjgjCgtzsxrloosuin79+kXNmjUTn33rrbfGCy+8kPjc/9L/StL/AIDVmTdvXrz22mtlvr5NmzZRq1atLCZKje5Xku4HABVDYWFhPPDAA3HnnXdm7cGE/2v69Olx+OGHx6233pr4kutc0P1K0v2yz7JyAIAcWbp0aaLzsvF09lxbvnx5ovMUfgCA5OmxJemxAMCaLFq0KB577LEyX1+jRo146KGHspio7PS/kvQ/AKgYfvzxxxg4cGBcf/31sc8++8S6664bp512WvTp0ycWL16c73gRETF//vw4+uijo1+/fvmOEhG636rofgCQe19++WVcfvnlpV6z9tprxxNPPJGzLydVVvpfSfofAFRtbdq0iU8//TQOPfTQrN6nV69eeXmIof5Xkv4HAMn5/PPPY/78+VmZ3aFDhxg7dmxcc801UadOnazcozRHHXVUvPDCC1lZWH7uuefGtGnTEp8bof+tiv4HAKzOoEGDUvrf9nbt2mUxTep0v5J0PwCoWC699NLo27dv1KtXLyf3W758eVxxxRXRtm3bmDdvXk7umRTdryTdL/ssKwcAyJFly5YlOq8yFP6kn05UXpYMAABUJnpsSXosALAmjz76aEyfPr3M1//tb3+LbbbZJouJyk7/K0n/A4Dy7e23345GjRrFRhttFMccc0xcd9118e677yb+4cOkLF68ODp06BCvvvpqvqPofqug+wFAbi1dujQ6duy4xi96dO3aNdZbb70cpaq89L+S9D8AoFmzZvHyyy/HxRdfnNX7dOnSJfE+tib6X0n6HwAkZ/To0YnP3GqrreLNN9+M5557LtZff/3E56fiqKOOih49eiQ+d9q0adGlS5fE50bof6ui/wEAq9O7d+8yX7vWWmvFYYcdlsU0qdP9StL9AKDiOe644+Kdd96J5s2b5+yeL7zwQuy5557x/fff5+yemdL9StL9ss+ycgCAHPF0opKSXhCwZMmSROcBAKDHrooeCwCUZsGCBXHrrbeW+fpNNtkkrr322iwmSo3+V5L+BwDl25w5c2L27Nn5jpGSpUuXRtu2bWPkyJF5z5Ek3a8k3Q8ASnfttdfGJ598Uuo1Z555Zhx//PE5SlS56X8l6X8AQEREtWrV4u67744nn3wyatWqlZV7fPPNN/HMM89kZfbq6H8l6X8AkJwxY8YkOu/yyy+PMWPGxIEHHpjo3EycfPLJWVks3rt37+jXr1/ic/W/kvQ/AGBV5s2bF6+++mqZrz/mmGOiZs2aWUyUOt2vJN0PACqmHXfcMUaOHBm77757zu75+eefx6677hqDBw/O2T0zofuVpPtln2XlAAA5ovCXlPTTiapXr57oPAAA9NhV0WMBgNI88MADMXXq1DJdW1BQEN27d4969eplOVXZ6X8l6X8AQDbMnz8/2rRpE5MnT85bBt2vJN0PAHLn3Xffjdtvv73UazbZZJO47777cpSo8tP/StL/AID/77TTTosXX3wxa+/f3n777VFcXJyV2aui/5Wk/wFAcpJeVn7hhReWy75xzz33xG677Zb43H/84x+xbNmyRGfqfyXpfwDAqrz00kuxcOHCMl/frl27LKZJj+5Xku4HABXXuuuuG23atMnpPWfOnBlHHnlkhfh8ou5Xku6Xff6JAADkSNJP4qkM5TbpfyaV4V+CAADKGz22JD0WAFiduXPnxh133FHm688///zYf//9s5godfpfSfrf/7F3n+FRVm0Xhlc6IYTeq/QmHUTpXQGVJii9KaKIAlYURQGlvIogghQVUAQxiIBK710BRenSi0HphIRA2nw/+FBiSDJlPzNJ5jqPgx+Sve9Z+hZXwsz9AACQttWtW1ebNm36569v3Liha9eu/fPr1KlTOnDggA4ePKhjx44Z/3e7K/7++2898cQTWrNmjUd6E90vKbofAADuERkZqR49eqT4gRE/Pz/NmTNHWbJkcWOyjI3+lxT9DwAA/FezZs20atUqtWrVSleuXDE6+8CBA1q4cKE6dOhgdG5y6H9J0f8AADDn999/NzYrc+bMypcvn7F5JgUGBuqzzz5TtWrVjC4XP3z4sD777DM9/fTTxmbS/5Ki/wEAgLsJCwuz+2y2bNnUokULC9M4h+6XFN0PAID06cKFC+rVq5d+/PFHt792fHy8XnjhBR08eFAfffRRmu1EdL+k6H7WS///LQEAAEgnTBf0jFBuKfwAAABpHz02KXosAABIzoQJE3Tx4kW7zpYsWVJjxoyxOJHj6H9J0f8AAEjbcuTIoXr16tl1NiYmRtu3b9eqVau0evVq7dixw+PLyzdu3KgRI0ZoxIgRbn9tul9SdD8AANzjhRde0LFjx1I8M3ToUD3wwANuSuQd6H9J0f8AAMDdPPDAA1q9erUaN26sa9euGZ09evRoty0rp/8lRf8DAMCMy5cv2/0+OXsUK1bM2Cwr3HvvvRo0aJDef/99o3NHjBihHj16KDg42Mg8+l9S9D8AAPBfUVFRWrp0qd3n27Rpo8DAQAsTOYfulxTdDwCA9GfTpk3q3Lmz/vzzT4/m+OSTT3TkyBF98803yp49u0ez3A3dLym6n/V8PR0AAADAWwQFBRmdlxHK7c2bN43OywhPbAIAAEhr6LFJ0WMBAMDd/Pnnnxo7dqxdZ319fTVz5kxlzpzZ4lSOo/8lRf8DACDjCAwMVIMGDTRy5Eht27ZNFy5c0LRp0zy+BHPMmDHas2eP21+X7pcU3Q8AAOstXrxYn3/+eYpnatWqpeHDh7spkfeg/yVF/wMAAMmpUaOGFi9ebLxD7dq1y20/C6T/JUX/AwDAjOPHjxudl9aXlUvS22+/rcKFCxudGR4eri+//NLYPPpfUvQ/AADwXz/++KOio6PtPt+pUycL0ziP7pcU3Q8AgPRl/PjxatKkiccXld+2atUq1alTR6dOnfJ0lCTofknR/azHsnIAAAA3Mf20TJvNZnSeJ9y4ccPovIzwTRAAAEBaQ49Nih4LAADu5qWXXlJUVJRdZ19//XXVr1/f4kTOof8lRf8DACDjyp49u/r166etW7fq4MGDeuWVV5QtWza354iNjVXfvn3d3p3ofknR/QAAsNa5c+f01FNPpXgmc+bMmjNnDh/+sAD9Lyn6HwAASEnjxo01b948+fqa/RjuV199ZXRecuh/SdH/AAAww/Sy8qJFixqdZ4WQkBC9/vrrxudOnTrV2Cz6X1L0PwAA8F8LFiyw+2z27NnVvHlzC9M4j+6XFN0PAID0ISoqSo8//rhefPFFxcXFpXj2kUceUYkSJdyUTDpw4IDuv/9+/fbbb257TXvQ/ZKi+1mPZeUAAABuYvrpRKl9o5UemC78pv8ZAwAAgB57N/RYAADwXxs2bNDXX39t19k6dero7bfftjaQC+h/SdH/AADwDmXLltXYsWN16tQpjRkzRvnz53fr6+/YsUNz585162vS/ZKi+wEAYK0nn3xS58+fT/HM+PHjVaZMGTcl8i70v6TofwAAIDXt2rUz/ue7c+fOdcsHwOl/SdH/AAAwwxuXlUtS3759VaRIEaMzf/31V/30009GZtH/kqL/AQCAO12/fl0//vij3efbtGljfDGkKXS/pOh+AACkfUeOHFHt2rX1zTffpHp20KBBWrRokXbs2OHWB8icPXtW9evX16pVq9z2mqmh+yVF97Mey8oBAADcxPQPoSn8SWXLls3oPAAAANBj74YeCwAA7hQfH6+BAwfadTZbtmz66quv5OfnZ3Eq59H/kqL/AQDgXbJmzapXX31VJ06c0MSJE5UrVy63vfabb76pmJgYt70e3S8puh8AANaZPn26vv/++xTPPPLII3r66afdlMj70P+Sov8BAAB7DBs2TG3atDE27/Tp09q0aZOxecmh/yVF/wMAwIwzZ84YnWd6AbhVAgMDNXToUONzp02bZmQO/S8p+h8AALjT0qVLdf36dbvPd+rUycI0rqH7JUX3AwAgbVu/fr1q166tffv2pXp29OjR+vDDD+Xr66ucOXNq2bJlGjJkiBtS3nLt2jU9/PDDWrBggdteMyV0v6ToftZjWTkAAICb8HSipG7evGl0HoUfAADAPHpsUvRYAABwp8mTJ2vPnj12nZ0+fbruueceawO5iP6XFP0PAADvFBQUpOeff15HjhzRiy++aLwn3c3x48f1xRdfWP46t9H9kqL7AQBgjaNHj6b6YaG8efPq008/dVMi70T/S4r+BwAA7OHj46MvvvhCxYsXNzZzxYoVxmYlh/6XFP0PAAAzLly4YHReoUKFjM6zUu/evZUzZ06jM5csWaKEhASX59D/kqL/AQCAOzmybDJ79uxq1qyZhWlcQ/dLiu4HAEDaNWPGDLVo0UKXLl1K9eyECRP02muvJfo9Pz8/ffDBB/ryyy+VKVMmq2ImEhMToyeeeEIzZ850y+ulhO6XFN3PeiwrBwAAcJPMmTMbnZcRCr/ppxNlzZrV6DwAAADQY++GHgsAAG47ceKE3njjDbvODhgwQJ06dbI4kevof0nR/wAA8G7Zs2fX+++/r99++021a9e2/PU++ugjy1/jNrpfUnQ/AADMi4+PV/fu3RUVFZXiuc8++0x58+Z1UyrvRP9Liv4HAADslTVrVs2aNUu+vmY+krt+/Xojc1JC/0uK/gcAgBnevKw8U6ZM6t27t9GZFy9e1LZt21yeQ/9Liv4HAABui46O1g8//GD3+bZt2yowMNDCRK6h+yVF9wMAIG0aOnSo+vXrp9jY2FTPjh8/Xi+88EKyX+/WrZs2b96swoULm4yYrPj4ePXt21cff/yxW14vOXS/pOh+1mNZOQAAgJvkypXL6LyMUPh5OhEAAEDaR49Nih4LAAAkyWazqU+fPoqMjEz17AMPPKAPP/zQDalcR/9Liv4HAAAkqWzZstqyZYtGjx5t6YeQ9uzZo3Xr1lk2/050v6TofgAAmDd69OhUF+08/fTTevjhh92UyHtly5ZN/v7+xubR/5Ki/wEAkLE1aNBAgwYNMjJrx44dun79upFZyaH/JUX/AwDAjIsXLxqdV7BgQaPzrPbMM8/Ix8fH6Mzvv//e5Rn0v6TofwAA4LZly5al+oDtO3Xq1MnCNK6j+yVF9wMAIG2Ji4tTr169NGbMGLvODx8+XIMHD071XI0aNfTzzz+rVq1arka0i81m08CBAzVlyhS3vN7d0P2SovtZj2XlAAAAbpInTx6j8zJC4b927ZrReRR+AAAA8+ixSdFjAQCAJE2ZMsWuJZJ58+ZVWFiYAgIC3JDKdfS/pOh/AADgNj8/P7322mtav3698uXLZ9nrfPHFF5bNvhPdLym6HwAAZu3atUsjRoxI8UyZMmU0fvx4NyVC7ty5jc2i/yVF/wMAIOMbNWqUihUr5vKc2NjYVB/qYwL9LzH6HwAAZphcVp4pUyZlzZrV2Dx3KFmypJo2bWp05ooVK4zMof8lRv8DAAC3hYWF2X02R44catasmYVpzKD7JUb3AwAg7YiOjtajjz6q2bNn23W+b9++evvtt+2eX6BAAW3YsEEdO3Z0MqHjnnvuOU2dOtVtr/dfdL/E6H7WY1k5AACAm5gs+5J0/fp1o/M8ISIiwug80/+MAQAAIAUFBSlLlizG5tFjk6LHAgCQ/hw/flyvvvpqquf8/Pz09ddfq1ChQm5IZQb9Lyn6HwAA+K8HHnhAO3bsUNWqVS2Zv2jRIsXExFgy+050v6TofgAAmBMdHa1u3bopNjY22TP+/v6aM2eOMmfO7MZk3s1kP6H/JUX/AwAg4wsODtb7779vZNauXbuMzEkJ/S8x+h8AAGaY7AV58+Y1NsudOnXqZHTe3r17FR0d7fIc+l9i9D8AACBJN27c0I8//mj3+bZt2yogIMDCRGbQ/RKj+wEAkDZERUWpdevWWrZsmV3nGzdurE8++cTh1wkODtb8+fP1xhtvOHzXGTabTc8++6zmz5/vltf7L7pfYnQ/67GsHAAAwE1y5MghPz8/Y/NMP9nHE0wX/oIFCxqdBwAAgFtM/mCVHpsUPRYAgPTFZrOpT58+ioqKSvXsuHHj1LhxYzekMov+lxj9DwAA3E2RIkW0bt06ValSxfjsK1euaPXq1cbn3g3dLzG6HwAA5rzyyis6ePBgimeGDx+uWrVquSkRJPrff9H/AACAMx577DE1atTI5TmHDx92PUwq6H+J0f8AADDD5IOX8+TJY2yWO7Vv317+/v7G5sXFxWn37t0uz6H/JUb/AwAAkrR8+XKHuk3Hjh0tTGMO3S8xuh8AAJ537do1tWzZUuvWrbPrfOHChfXNN984/aAYHx8fjRo1SnPmzFFgYKBTMxxhs9nUo0cPrVmzxvLX+i+6X2J0P+uxrBwAAMBNfH19lTNnTmPzKPxJUfgBAACsYfINwPTYpOixAACkL//73/+0fv36VM/16dNHQ4YMsT6QBeh/idH/AABAcrJnz66VK1fqnnvuMT577dq1xmfeDd0vMbofAABmrFy5UpMnT07xTJ06dTR06FA3JcJtJvtfZGSksVmeQv8DAADOevfdd12eceTIEQNJUkb/S4z+BwCAGTdv3jQ2y+SSHXfKlSuXmjRpYnTmzp07XZ5B/0uM/gcAACQpLCzM7rM5c+ZUs2bNLExjDt0vMbofAACeFR0drYcfflibNm2y67y/v7/mz59v5OeDXbt21YoVK5Q9e3aXZ6UmJiZG7du318GDBy1/rTvR/RKj+1mPZeUAAABuROFPzGThDwkJUdasWY3NAwAAwL/osYmZ/sF1gQIFjM4DAADW2bFjh4YNG5bqufr16+uTTz5xQyJr0P8So/8BAICU5M2bV/Pnz1dAQIDRuelxWTndLym6HwDAG12+fFm9e/eWzWZL9kxoaKi+/PJL+fn5uTEZJLP9LyEhQdevXzc2zxPofwAAwFl16tRR48aNXZpx+PBhQ2mSR/9LjP4HAIAZMTExxmblypXL2Cx3a926tdF5u3fvdnkG/S8x+h8AALh586Z++OEHu8+3bdvW+HsBrUL3S4zuBwCA58TFxaljx47auHGj3Xdef/111alTx1iGRo0aafPmzSpSpIixmcmJiIhQu3btjPePlND9EqP7WY9l5QAAAG5UtGhRY7OuXbtmbJanmCz8lH0AAADr0GMTM9ljAwICjDztFQAAWC8iIkKdO3dWbGxsiueKFy+uhQsXKjAw0E3JzKP/JUb/AwAAqbnvvvv03nvvGZ3522+/ueUNoHS/xOh+AAC4rn///goPD0/xzMSJE1WiRAk3JcKdTPY/Kf13QNMfWipYsKDReQAAIG174403XLofHh5udNHn3dD/EqP/AQBgRnx8vLFZ2bJlMzbL3Zo1a2Z03qlTp1yeQf9LjP4HAABWrFjhUCfo2LGjhWnMovslRvcDAMBzevfurR9//NHu89WqVdOwYcOM56hYsaK2bdumypUrG5/9XwcPHtSTTz5p+evcRvdLjO5nPZaVAwAAuFHJkiWNzUrvZV8yW/gLFy5sbBYAAAASM9ljb9y4obi4OGPzPMFkjy1UqJB8fHyMzQMAANbp27evjh49muKZrFmz6vvvv0/3Cwnpf4nR/wAAgD0GDx5s9E2tCQkJ2rdvn7F5yaH7JUb3AwDANXPmzNE333yT4pkOHTqod+/ebkqE/zLZ/6T0/z5Gk/3P399f+fLlMzYPAACkfU2bNlXZsmWdvm+z2Yx/iPq/6H+J0f8AADDD39/f2Kz0vKy8QoUKKlCggLF5JpaV0/8So/8BAICwsDC7z+bMmdP4A2msRPdLjO4HAIBnjBw5UnPmzLH7vK+vr6ZNm6aAgABL8hQqVEibNm1S48aNLZl/p7CwMH3xxReWv45E9/svup/1WFYOAADgRiYL/9WrV43N8gSbzaZLly4Zm1eqVCljswAAAJCY6R9cp/cue+HCBWOz6LEAAKQPEydO1IIFC1I8ExAQoAULFqhixYpuSmUd+l9i9D8AAGAPPz8/ffLJJ0Zn7tmzx+i8u6H7JUb3AwDAeadPn9Zzzz2X4pkCBQpo2rRpbkqEu6H/JWay/91zzz1GF3UBAID0oU+fPi7dj4yMNJTk7uh/idH/AAAww+QiodDQUGOzPKFJkybGZp0+fdrlGfS/xOh/AAB4t5iYGC1ZssTu823btk1X/76n+yVG9wMAwP2+/fZbDR8+3KE7ffv2Va1atSxKdEvWrFm1bNkyPfroo5a+jiQNHDhQJ0+etPx16H6J0f2sx7JyAAAANzL5YeTIyEjduHHD2Dx3u3z5suLj443NK126tLFZAAAASMz0Up3z588bneduJn9wTY8FACDt27p1q15++eVUz3322Wdq3ry5GxJZj/6XGP0PAADYq06dOmrbtq2xeUeOHDE2Kzl0v8TofgAAOMdms6lXr14pfoDFx8dHs2bNUq5cudyYDP9F/0uM/gcAAFzVs2dP+fn5OX3f6mXl9L/E6H8AAJgRGBhobFZwcLCxWZ5gcrFSdHS0Ll265NIM+l9i9D8AALzbypUrFRERYff5Tp06WZjGPLpfYnQ/AADc68iRI+rdu7dsNpvddzJnzqwRI0ZYmOpfQUFB+vbbb9W9e3dLXyciIkLPPfecpa8h0f3+i+5nPZaVAwAAuJHppxP9/fffRue5k+lvVsqUKWN0HgAAAP5VokQJo/PSc4+9efOmrl27ZmwePRYAgLTt7NmzeuyxxxQbG5viuffee8/yNy24E/3vX/Q/AADgqHfeeUc+Pj5GZoWHhxuZkxK637/ofgAAOO/DDz/U2rVrUzwzcOBAtWjRwk2JkJzQ0FDlyZPH2Lz03P8ks+9jpP8BAOCd8uXLpwceeMDp+1YvK6f/JUb/AwDAjJCQEGOz0vuy8ho1ahid5+qfV9L/EqP/AQDg3cLCwuw+mytXLjVt2tTCNObR/RKj+wEA4D4xMTF64oknHP5Z1sCBA5U/f36LUiXl7++v2bNnW75M/IcfftD3339v6WvQ/RKj+1mPZeUAAABuVKJECWMfTJekc+fOGZvlbiafTCTxdCIAAAArhYSEGP2hPz32X/RYAADSrtjYWD322GM6e/ZsiueeeeYZDR061E2p3IP+9y/6HwAAcFTlypXVtm1bI7Pcsayc7vcvuh8AAM7Zu3evXn/99VTPffTRR/Lx8Um3v3r37u3yP6vevXsby+OKkiVLuvz3clt67n+SdPHiRWOz6H8AAHiv1q1bO303Li7OYJK7o//9i/4HAIAZOXLkMDYrICDA2CxPqFq1qnx9za1tiY6OdnkG/e9f9D8AALxXTEyMFi9ebPf5tm3byt/f38JE1qD7/YvuBwCA+4wcOVK7du1y6E6mTJn04osvWpQoeT4+Ppo0aZJeeeUVS19n0KBBio2NtfQ16H7/ovtZj2XlAAAAbpQpUyYVL17c2Lz0/HQik08m8vPzM/qNFAAAAJKqUKGCsVn02H/xlE0AANKu5557Tlu3bk3xTJs2bTRp0iQ3JXIv+t8t9D8AAOCMAQMGGJlz5coVI3NSQ/e7he4HAIBzhg4dqps3b3o6BhxA/7vlypUrRj8gRv8DAMB7ubKsPDAw0GCSu6P/3UL/AwDAnOzZsxub5efnZ2yWJ2TJkkWlSpUyNu/69esuz6D/3UL/AwDAu61atUpXr161+3ynTp0sTGMdut8tdD8AANxnz549Gjt2rMP3evTooTx58liQyD5jx47Vyy+/bNn8Y8eOadasWZbNl+h+t9H93INl5QAAAG5Wo0YNY7PS89OJLly4YGxW2bJllSlTJmPzAAAAkBQ99haTPdb0G5MBAIA5H330kaZPn57imfr16+vrr79O9x+WSg797xb6HwAAcEaTJk2MvGExOjraQJrU0f1uofsBAOCca9eueToCHET/u8Vk/5OkqlWrGp0HAADSj4oVKyo0NNSpu0FBQYbTJEX/u4X+BwCAObly5TI2KyM8CNHknwua+DNi+t8t9D8AALzbggUL7D6bK1cuNWnSxMI01qH73UL3AwDAffr37+/Uouhnn33WgjSOGTdunKULy9977z2jS7T/i+53C93PPVhWDgAA4GY1a9Y0Nis9P50oPDzc2Kzq1asbmwUAAIC7o8feYrLHVq1aVT4+PsbmAQAAM1atWqUhQ4akeKZy5cr6/vvvM/QD9Oh/t9D/AACAM3x8fNSvXz+X59y4ccNAmtTR/W6h+wEAAG9B/7vFZP8rXLiw8uTJY2weAABIX3x9fZ3+YHj27NnNhrkL+t8t9D8AAMwpWLCgsVlRUVHGZnlKiRIljM0y8WeM9L9b6H8AAHiv2NhYLV682O7z7dq1k7+/v4WJrEP3u4XuBwCAe4SFhWnr1q0O36tevbqqVKliQSLHjRs3Ti+++KIls0+cOKH58+dbMlui+91G93MPlpUDAAC4mcnCf/LkSWOz3O306dPGZrGsHAAAwHr02FvosQAAZGwHDhxQp06dFB8fn+yZ4sWLa/ny5cqWLZsbk7kf/e8W+h8AAHBWjx495Ovr2tvz3LXsmu53C90PAAB4iypVqiggIMDILPrfLfQ/AABQq1Ytp+7lzp3bcJKk6H+30P8AADCncOHCxmZFRkYam+UpJUuWNDYrc+bMLs+g/91C/wMAwHutXr1aly9ftvt8p06dLExjLbrfLXQ/AACsFxcXp6FDhzp1t1u3bobTuOb9999Xnz59LJk9depUS+ZKdL/b6H7uwbJyAAAAN6tevbqxD5UfP37cyBxPOHPmjLFZFH4AAADrlShRQjly5DAyix57Cz0WAIC05fz582rdurWuXLmS7Jm8efNq5cqVKlCggPuCeQj97xb6HwAAcFaePHmcXlB0m4kPotuD7ncL3Q8AAHiLoKAgVaxY0ciskydPymazGZnlbvQ/AABgUqlSpRy+ExISopCQEAvSJEb/u4X+BwCAOUWKFDE2KyoqytgsTylevLixWSb+jJj+dwv9DwAA77VgwQK7z+bOnVuNGze2MI216H630P0AALDevHnzdPToUafutmvXznAa102fPl1t27Y1PnfLli3au3ev8bkS3e82up97sKwcAADAzbJnz27sSenp+YPepp5O5Ovrq2rVqhmZBQAAgJTVqFHDyJz0/INrk0/ZrFmzprFZAADANTdu3FCbNm1S/HlbaGioli1b5tSHzNMr+h/9DwAAuKZVq1Yu3XfHoqLb6H50PwAA4F1M9ZUbN27o7NmzRma5G/0PAACYVKxYMYfv3HPPPeaDJIP+R/8DAMAkk++hi4yMNDbLU/LkyWNslqkHWtP/6H8AAHiruLg4LVq0yO7z7dq1k7+/v3WB3IDuR/cDAMAdxo0b59S9ypUru/XPRe3l5+enr7/+Wg0bNjQ+e/78+cZn3kb3o/u5C8vKAQAAPKBu3bpG5pw8eVIJCQlGZrmbqcJftWpVZc2a1cgsAAAApMxUj71586b+/PNPI7PczVSPzZ07typUqGBkFgAAcE1CQoK6d++ubdu2JXsmKChIixcv9rqnZNP/6H8AAMA1LVu2dOm+qQ+i24PuR/cDAADexVT/k6Rjx44Zm+VOpvqfr6+v6tWrZ2QWAABIv5xZVl6yZEkLktwd/Y/+BwCASeXLlzc2Kzw83NgsT8mdO7exWdmzZzcyh/5H/wMAwFutWbNGly5dsvt8x44dLUzjHnQ/uh8AAFbbtGmT9u7d69Tdpk2bGk5jTlBQkL777juVLl3a6FxHHp7jKLof3c9dWFYOAADgAc2aNTMyJyYmJl1+0PvatWuKiIgwMqtRo0ZG5gAAACB1pnqsJB0/ftzYLHc6c+aMkTkNGjSQj4+PkVkAAMA1Q4YM0YIFC5L9up+fn+bOnavGjRu7MVXaQP+j/wEAANfUrFlTISEhTt/Pli2bwTQpo/vR/QAAgHeh/5nrf1WrVnVrdwcAAGmTM33A5JLP1ND/6H8AAJiUPXt25c+f38is9Not7mRqWXn27NmVJUsWI7Pof/Q/AAC8VVhYmN1nc+fOrSZNmliYxj3ofnQ/AACsNnPmTKfvpvX9cDly5ND3339vtAPs3btXJ06cMDbvTnQ/up+7sKwcAADAA0wW/vT4dKIjR44Ym5XWvxkFAADISO6//36FhoYamZUee+zly5d16dIlI7PosQAApA0ffPCBJk6cmOKZTz75RO3bt3dTorSF/kf/AwAArvHx8VGFChWcvl+sWDGDaVJG96P7AQAA71K4cGGVK1fOyKz02P8k6ejRo0bm0P8AAIAkpx5aWLVqVfNBkkH/o/8BAGBapUqVjMxJrwtx7pQjRw75+rq+uqVo0aIG0txC/6P/AQDgjeLi4rRo0SK7z7dv315+fn7WBXITuh/dDwAAK8XGxurbb791+n6tWrUMprFG2bJlNX/+fCM/47tt8+bNxmbdie5H93MXlpUDAAB4QP78+Y29GWPfvn1G5rjT4cOHjczx9fVVgwYNjMwCAABA6vz9/Y39wNWbe6zED64BAEgLvv76a7388sspnnn33Xf11FNPuSlR2kP/o/8BAADX3XvvvU7fveeee8wFSQXdj+4HAAC8T/PmzY3MSY/979y5c7p69aqRWfQ/AAAgObesvHr16hYkSR79j/4HAIBJppYMRURE6OLFi0ZmeYqPj4+CgoJcnmNyWblE/6P/AQDgfdatW+dQt+zYsaOFadyL7kf3AwDAKhs3blRERIRTd/Ply6cCBQoYTmSNBx98UG+88Yaxedu3bzc267/ofnQ/d2BZOQAAgIeYKvx79uwxMsed/vjjDyNzatasqWzZshmZBQAAAPvQY12XL18+l5ZUAQAA161atUo9evSQzWZL9sygQYP0+uuvuzFV2kT/cx39DwAA71axYkWn77pzWblE9zOB7gcAANIT+p/rAgIC1KBBAyOzAABA+hYbG+vQ+fz586tMmTIWpbk7+p/r6H8AAPzL1LJySTp27JixWZ4SGBjo8owSJUoYSPIv+p/r6H8AAKQvYWFhdp/NkyePGjdubGEa96L7uY7uBwDA3a1YscLpuxUqVDCYxHrDhw9X3bp1jcz65ZdfjMy5G7qf6+h+qWNZOQAAgIe0aNHCyBxvLvxt2rQxMgcAAAD2o8e67tFHH5WPj4+RWQAAwHE7d+5U+/btU/ywePfu3TV+/Hg3pkq76H+uo/8BAODdXFk4bvrD6Kmh+7mO7gcAANKTRo0aKSAgwOU5hw8f1o0bNwwkch9T/a9Ro0bKli2bkVkAACB9i4qKcuh8w4YNLUqSPPqf6+h/AAD86/777zc2a//+/cZmeUpQUJDLM6pXr24gyb/of66j/wEAkH7Ex8dr0aJFdp9v166d/Pz8rAvkZnQ/19H9AAC4u+3btzt9t2TJkgaTWM/Pz09z585VaGioy7OOHj1qINHd0f1cR/dLHcvKAQAAPMRUWd27d6+BNO51+PBhI3NYVg4AAOB+ZcuWVbly5Vye8+eff+ry5csGErkPPRYAgPTv0KFDatWqlSIjI5M988gjj+jzzz9nweD/o/+5jv4HAIB3y5o1q1P3QkJCjPQwR9D9XEf3AwAA6UloaKiaNGni8pz4+HgdOHDAQCL3of8BAADTHF1W/uCDD1qUJHn0P9fR/wAA+Ff+/PlVvnx5I7N+/vlnI3M8ycSy8ho1ahhI8i/6n+vofwAApB/r16/X+fPn7T7fqVMnC9O4H93PdXQ/AACSstls+uWXX5y+X6xYMYNp3KNo0aJ67bXXXJ5z7tw5h/8M2V50P9fR/VLHsnIAAAAPCQoKUrt27Vyec/XqVZ06dcpAIvc5ePCgyzNKlSqlihUrGkgDAAAARz3xxBNG5uzZs8fIHHcx8YP2LFmyqFmzZgbSAAAAR506dUrNmzdP8Q2oDRo00Pz58+Xv7+/GZGkf/c959D8AAODssvKaNWvKz8/PcJrU0f2cR/cDAHir9evXy2azZfhfM2fOdPmf1cyZM43lMaVz585G5nhj/5P40BIAAPjXuXPn7D7r5+enRx55xMI0yaP/uYb+BwBAYk2bNjUyZ8eOHUbmeFJ8fLxL94ODg40tf78T/c819D8AANKPsLAwu8/myZNHjRo1si6Mh9D9XEP3AwAgqfDwcJcWbufJk8dgGvcZMmSIihYt6vKcv/76y0Cau6P7uYbulzqWlQMAAHiQqQ96u/L0KXc7fvy4rly54vIcyj4AAIDneGOPjYmJ0f79+12e8+CDDyooKMhAIgAA4Ihz586pefPmOn36dLJnqlatqiVLlig4ONiNydIH+p/z6H8AACBbtmxO3bv//vsNJ7EP3c95dD8AAJAetWvXzkiHSU/9T5J+/fVXl2fUqFFDhQsXNpAGAABkBEeOHLH7bL169ZQ7d24L0ySP/uc8+h8AAEk1b97cyJzffvtNMTExRmZ5yo0bN1y6X716dUseZk3/cx79DwCA9CM+Pl7fffed3efbt29vSffyNLqf8+h+AADc3cmTJ12676k/E3VVpkyZNGrUKJfnuLLoPTV0P+fR/ezDsnIAAAAPatq0qZGnP23dutVAGvfYvXu3kTldu3Y1MgcAAACOK1u2rKpWrerynPTUY/ft26fY2FiX59BjAQBwv6tXr+rBBx/UH3/8keyZ0qVLa8WKFU4vkszo6H/Oo/8BAABnP9TkqWXldD/n0f0AAEB6lDVrVrVs2dLlOemp/12+fFmnTp1yeQ79DwAA3Ono0aN2n+3Zs6eFSVJG/3Me/Q8AgKSaNWumzJkzuzwnJiZGv//+u4FEnnPz5k2X7j/44IOGkiRG/3Me/Q8AgPRj48aNOnfunN3nO3XqZGEaz6H7OY/uBwDA3V24cMGl+8HBwYaSuF+nTp2UM2dOl2ZERkYaSpMU3c95dD/7sKwcAADAg/z9/fXYY4+5PGfLli0G0riHiWXllStXVrVq1VwPAwAAAKd17tzZ5Rnp6QfXJnps7ty59fDDD7seBgAA2C0yMlItW7ZM8d/lhQoV0qpVq5Q3b173BUuH6H+Oo/8BAADJuTeYBgUFqWnTphaksQ/dz3F0PwAAkJ6Z6H+//vqroqOjDaSxnon+5+/vz4eWAABAInv27LHrXEhIiDp27GhxmpTR/xxH/wMA4O4yZ85sbMn2tm3bjMzxlBs3brh038RioeTQ/xxH/wMAIH0JCwuz+2zevHnVsGFDC9N4Ft3PcXQ/AACSFxUV5dL9oKAgQ0ncLygoSF26dHFpho+Pj6E0d0f3cxzdz34sKwcAAPCwbt26uTxj165dLj953V1+/fVXl2f07t3bQBIAAAC4onPnzvLz83Npxp9//qmTJ08aSmQtEz22a9euCggIMJAGAADYIzo6Wo888kiKH2LKlSuXVq1apWLFirkxWfpE/3Mc/Q8AAEjOLStv1qyZQkNDLUhjH7qf4+h+AAAgPXvkkUeULVs2l2bExcXp559/NpTIWib6X+vWrXkAJgAASGTTpk12nevRo4eyZMlicZqU0f8cR/8DACB57du3NzJn5cqVRuZ4wqVLlxQfH+/0/bx586pGjRoGEyVG/3Mc/Q8AgPQjISFBCxcutPt8+/btXX5vXFpG93Mc3Q8AgOS58jOvjKBXr14u3bf6MyF0P8fR/ezHsnIAAAAPq1OnjqpWrerSjJs3b2rXrl1mAlls586dLt0PCAjgyUQAAABpQJEiRfTII4+4PGfLli0G0ljP1R4ruf6HEQAAwH4xMTHq0KGD1q9fn+yZ0NBQLV++XOXLl3dfsHSM/uc4+h8AAJCk06dPO3ynbdu25oM4gO7nOLofAABIz4KDg9W7d2+X59D/AACAtzp27JjCw8NTPefj46NBgwZZHygV9D/H0f8AAEheu3btjDyMZd26dbp586aBRO73119/uXS/ZcuW8vHxMZQmKfqf4+h/AACkHxs3btTff/9t9/mOHTtamMbz6H6Oo/sBAJC8kJAQl+5HR0cbSuIZ1atXV44cOZy+b/Wycrqf4+h+9mNZOQAAQBowcOBAl2ds2rTJQBJrHTlyRGfPnnVpRrt27ZQnTx5DiQAAAOAKb+mx0dHRLv/g+r777nP5IUUAAMA+sbGx6tSpk5YtW5bsmUyZMmnJkiWqWbOmG5Olf/Q/+9H/AADAbUePHnXovL+/vx599FGL0tiP7mc/uh8AAMgIBgwY4PJCpPTQ/yTXcxYqVEitW7c2lAYAAGQES5cutetcu3btVKZMGYvT2If+Zz/6HwAAKQsJCVGnTp1cnhMVFZVu+sV/ObIc8266d+9uKEny6H/2o/8BAJC+LFiwwO6z+fLlU8OGDS1MkzbQ/exH9wMAIGWuLtu+ceOGoSSe4ePjo1q1ajl9P1u2bAbT3B3dz350P8ewrBwAACAN6NKli3LlyuXSjOXLlxtKYx0T35QMGTLEQBIAAACY0KRJE917770uzVixYoWhNNbZvn27YmNjXZpBjwUAwD3i4uLUpUsXLV68ONkz/v7++uabb9SoUSP3Bcsg6H/2o/8BAIDbDhw44ND5Nm3aKG/evBalsR/dz350PwAAkBGUKlVKrVq1cmnGhg0b0vwHlKd/HQABAABJREFUzI4fP64zZ864NGPgwIEKCAgwlAgAAGQE8+bNS/WMn5+fRo0a5YY09qH/2Y/+BwBA6vr06WNkTnr4jOzdnDp1yum7xYoVU5MmTQymuTv6n/3ofwAApB8JCQn69ttv7T7fvn17+fn5WZgobaD72Y/uBwBAyvLly+fS/YiICENJPKd27dpO3cuZM6eyZ89uNsxd0P3sR/dzDMvKAQAA0oBMmTLpqaeecmnGli1bdO3aNUOJrOHqsvIHHnjA6W/eAAAAYI3nnnvOpfvHjx/XwYMHDaWxhqs9tmjRourQoYOhNAAAIDnx8fHq3r27FixYkOwZX19fffHFF3rkkUfcmCxjof+ljv4HAADutHnzZofODxw40KIkjqP7pY7uBwAAMhJXu2h0dLTWr19vJoxFXO1/ISEh6tevn6E0AAAgIzh58qS2bduW6rkePXqofPnybkhkP/pf6uh/AADYp27duqpWrZrLc9LrsvJ9+/Y5fbdHjx7y8fExmCZ59L/U0f8AAEhfNm/erL/++svu8x07drQwTdpC90sd3Q8AgNSVKlXKpZ9dubpcOi2oUKGCU/fKli1rOEny6H6po/s5jmXlAAAAacSzzz4rf39/p+/HxsZq1apVBhOZt3HjRpfuDxkyxFASAAAAmNK9e3flzJnTpRlLly41lMYarvbYgQMHutT1AQBA6hISEtSrVy99/fXXKZ6bMmWKOnfu7KZU7nP58mXt3r37n18XLlyw7LXof6mj/wEAgNtOnDih06dP232+UqVKatiwoYWJHEP3Sx3dDwAAZCQtWrRQuXLlXJqR0ftfr169lCNHDkNpAABARvDxxx/LZrOleCYoKEhvv/22ewI5gP6XOvofAAD2e+GFF1yesW/fPh09etRAGvdydlm5n5+fevfubThN8uh/qaP/AQCQvixYsMDus/ny5UtT782zGt0vdXQ/AABSFxwcrEKFCjl9PyMsK3e2L7hzWTndL3V0P8exrBwAACCNKFKkiMtvLFi2bJmhNOYdPXrUpTeKlC5dWu3atTOYCAAAACZkzpxZL774oksz0nKPvX79ujZv3uz0/Rw5cuipp54ymAgAAPxXQkKCevbsqTlz5qR4bty4cXr66afdlMp9bDab2rVrp2rVqv3z69SpU5a9Hv0vZfQ/AABwp8WLFzt03sQH+E2i+6WM7gcAADIaHx8fvfnmmy7NSMv9T5JWrlzp9F1/f38NGTLEYBoAAJDeXblyRdOmTUv13IABA1S0aFE3JHIM/S9l9D8AABzTuXNnFShQwOU58+fPN5DGvfbs2ePUvY4dO6p48eKG0ySP/pcy+h8AAOmLzWbTt99+a/f59u3by9fXe9bt0f1SRvcDAMB+NWvWdPru8ePHDSbxjJw5czp177777jOcJHl0v5TR/ZzjPd89AQAApANvvvmmgoKCnL6/dOlSJSQkGExkjqtPTnrrrbfk5+dnKA0AAABMeuGFF5Q3b16n72/cuFEREREGE5mzZs0a3bx50+n7Q4YMUbZs2QwmAgAAd7J3Ufmbb76pl19+2U2p3OvTTz/Vhg0b/vnrihUrqnr16pa+Jv0vefQ/AABwp7lz59p9tmzZsurVq5d1YZxE90se3Q8AAGRETzzxhO69916n7x85ckQHDx40mMicPXv26PTp007f79mzp0qUKGEwEQAASO8mTZqka9eupXimSJEievvtt90TyAn0v+TR/wAAcExgYKBee+01l+d8/fXXBtK4z8mTJ53uHCb+eTmK/pc8+h8AAOnLli1bFB4ebvf5Tp06WZgmbaL7JY/uBwCA/Ro2bOj03d27d5sL4iHZs2d36l6zZs3MBkkF3S95dD/nsKwcAAAgDSlSpIj69+/v9P3w8PBEi4nSkh9++MHpu+XKlVOXLl0MpgEAAEhdWn0ITFoUEhKioUOHOn0/JibGoafYu5MrPTZXrlx64YUXDKYBAAB3sndR+aBBgzRixAg3pXKv/fv3J3mid8+ePS1/Xfrf3dH/AADAnfbv36+ff/7Z7vPvvvtumnx4M93v7uh+AAAgo/L19dXIkSNdmjFv3jxDacxypf8FBATozTffNJgGAACkd6dPn9bYsWNTPTd16lSFhoa6IZFz6H93R/8DAMA5Tz/9tAoXLuzSjD179mjnzp2GElnP2c/ztmzZUlWqVDGcJnX0v7uj/wEAkP6EhYXZfTZfvnxq0KCBhWnSJrrf3dH9AABwTOPGjZ2+e+HCBZ06dcpgGveLjY11+E6RIkVUunRpC9Ikj+53d3Q/57GsHAAAII0ZOnSoMmfO7PT9r776ymAaMy5cuKC1a9c6fX/48OHy9aW6AgAA97LZbGliRnrRv39/FSpUyOn7abHHxsXFaeHChU7ff+mll9L0B80AAEjP4uPj1aNHj1QXlffr108ffvihm1K5V0REhNq3b6/IyMh/fs/Pz09du3Z1y+vT/5Ki/wEAgDuNGzfO7rO1a9dWhw4dLEzjGrpfUnQ/AACQkbVt21Y1a9Z0+v7cuXMNpjFn/vz5Tt/t06ePihUrZjANAABI7wYPHqyoqKgUz3Tp0kWtWrVyUyLn0f+Sov8BAOCcoKAgI4tfpk6daiCNe6xbt87hOz4+Pho+fLgFaexD/0uK/gcAQPpis9kceu9Xhw4dvHZfCd0vKbofAACOqVKlikqVKuX0/W3bthlM4353fn7XXg8//LAFSVJH90uK7uc87/wOCgAAIA3Lly+fXnjhBafvf/vtt7p586bBRK4LCwtTXFycU3fvu+8+Pf7444YTAQAApC4hISFNzEgvMmXKpLfeesvp++vWrVN4eLjBRK5btWqVLly44NTdokWLutTrAQBA8uLi4tSlS5dUFx726NEjXX1oyRGRkZFq1aqVDh06lOj3mzVrpoIFC7olA/0vMfofAAC408mTJ+1+o6afn58mTpxocSLX0P0So/sBAABv8O677zp998iRI/rpp58MpnHdgQMH9Ntvvzl1NzQ0VG+//bbZQAAAIF379ttv9e2336Z4Jnfu3JowYYJ7AhlA//sX/Q8AANf07dtXVapUcWnGvHnzdPnyZUOJrBMbG6vFixc7fK9z586qXbu2BYnsR//7F/0PAID0Z9u2bTpz5ozd5zt16mRhmrSP7vcvuh8AAM7p3Lmz03eXLl1qMIn7OdI7b+vTp48FSexD9/sX3c81LCsHAABIg4YOHar8+fM7dffKlSv64YcfDCdyzaxZs5y65+Pjo0mTJsnHx8dsIAAAADs4+7AV0zPSk759+6py5cpO3U1ISNC8efMMJ3KNsz1Wkt5//30FBwebCwMAACTd+nDP448/rm+++SbFc48//rg+//zzDPlzpcuXL6tVq1basmVLkq/17NnTrVnof/+i/wEAgDu9+OKLio2NtevskCFDPP5BdHvQ/f5F9wMAAN6gRYsWat26tdP358yZYzCN61zpf2+++abT7+cEAAAZz4kTJ/Tkk0+meMbX11dz585Vnjx53JTKdfS/f9H/AABwjZ+fn8sPbbl+/bo+/vhjM4EstGLFCoeXqmfOnFljx461KJH96H//ov8BAJD+hIWF2X02f/78ql+/voVp0j6637/ofgAAOKdHjx7y9XVudfGyZcuUkJBgOJH7HD582KHzlStXVs2aNS1Kkzq637/ofq5hWTkAAEAaFBoaqnHjxjl9/9NPPzWYxjU7d+7Uzz//7NTdnj176r777jOcCAAAwD72LhOyekZ64ufnp0mTJjl9/7PPPjOYxjVnz57Vd99959Tdxo0bq2PHjoYTAQCAmJgYPfbYY1q4cGGK59q3b685c+bIz8/PTcnc5/fff1fNmjW1adOmJF/LmjWr2rZt69Y89L9b6H8AAOBOq1ev1rfffmvX2bJly2rEiBEWJzKD7ncL3Q8AAHiTCRMmKDAw0Km7c+fOVXR0tOFEzrlx44bTfbRMmTIaNGiQ2UAAACDdunHjhh5//HFduXIlxXMjRoxQ8+bN3RPKIPof/Q8AAFMaNWqkLl26uDTjo48+0vXr1w0lsoYzi3tefvllFS5c2II0jqP/0f8AAEiPbDab3e/Pk6QOHTo4vVgzI6H70f0AAHBFqVKl9Oijjzp19/z581q9erXhRO7j6O68p59+2qIk9qP70f1M4LsoAACANKpbt26qV6+eU3dXrFihQ4cOGU7kHGc/sJ4jRw6NGTPGcBoAAAD7xcTEuDzj5s2bBpKkLw0aNFDXrl2dunvgwAGtXLnScCLnTJ061all84GBgS4tbQIAAHcXHR2tNm3aaMmSJSmea9u2rb7++mv5+/u7KZl73Lx5U8OHD1etWrV07Nixu57p2LGjgoOD3ZyM/kf/AwAAd7p8+bL69Olj11l/f399/vnnypQpk8WpzKH70f0AAIB3KVWqlF5++WWn7l66dElffvml4UTOmTdvni5evOjU3UmTJikgIMBwIgAAvMvhw4e1fv16LV++XDt37tTp06c9Hckp8fHx6ty5c6ofRn/44Yf1+uuvuymVWfQ/+h8AACZNnDhRefLkcfr+hQsXNHHiRIOJzDp58qRDSzIlqVy5cnrttdcsSuQ4+h/9DwCA9Oinn35y6GeMnTp1sjBN+kH3o/sBAOCqV155xem7M2bMMJjEfWw2mzZs2GD3+SJFiqhv374WJrIP3Y/uZwLLygEAANIoHx8fzZgxQ0FBQQ7ftdls+uijjyxI5Zhjx45p7ty5Tt39+OOPlS9fPsOJAAAA7BcVFeXyjLTyxEh3+/DDD5U7d26n7qaFNxRfvXrV6T49fPhwVaxY0XAiAAC8W1RUlFq3bq3ly5eneK5du3b65ptvMtQfIEdHR+vjjz9WmTJlNGLEiBQfqNOjRw83JkuM/kf/AwAAtzz55JN2fxDqf//7n+rUqWNxIvPofnQ/AADgXYYNG6ayZcs6dTctvIcxPj5eo0ePduruU089pRYtWhhOBACAd/j777/1yiuvqECBAipTpowaN26sli1bqlatWipatKjuuecePfPMM/r99989HdVuzzzzjBYtWpTimbJly+rLL7+Uj4+Pe0JZgP5H/wMAwJTcuXPr448/dmnGmDFjdP78eUOJzJo4caLi4uLsPu/n56dZs2aluYdZ0//ofwAApDdhYWF2ny1QoIDq1atnYZr0he5H9wMAwBUPPPCAWrVq5dTdJUuWKDw83HAi623YsMGhZdlvvfWWU/sCrUD3o/u5imXlAAAAaVi5cuU0fPhwp+7Onj3b6acCmTJy5EiH3nBxW/v27dWlSxcLEgEAANjv+vXrLs8wsfA8PcqTJ4/TP4BetmyZDhw4YDiRYyZMmKArV644fO++++7Tq6++aj4QAABe7OrVq2rRooXWrVuX4rmOHTtmmEXlERERWrp0qfr06aMCBQpo4MCBOnXqVIp3ihcvrvr167spYVL0PwAA4Kxjx45p4cKFmjFjhubOnauVK1fq8OHDno7llBEjRmjhwoV2ne3WrZsGDRpkbSCL0P0AAAC8S6ZMmfTZZ585tXBz3759WrFihQWp7DdnzhynvscoVqyYPvjgAwsSAQCQ8S1btkwVK1bU//73P/311193PXPy5ElNnTpVVatWVdeuXfXnn3+6OaX9EhIS9PTTT2vGjBkpnitatKhWrVql7NmzuyeYReh/AADApE6dOql79+5O34+IiNCwYcMMJjLjzJkzmjZtmkN3XnnlFdWuXduiRM6j/wEAgPRmwYIFdp/t0KGDfH1ZsXcb3Q8AALhq/PjxTn2GNyYmRqNGjbIgkbVmz55t99ny5curV69e1oVxEN0PrvKx2Ww2T4cAAABA8uLi4lSvXj399NNPDt8dOHCgx55StGPHDt1///1KSEhw6F6+fPn0+++/K2/evBYlAwAAsE///v0dfgPpfz377LOaPHmyoUTpz2OPPaZvv/3W4XuPPPKIlixZYkGi1J06dUrly5d3eFl95syZtXPnTpUvX96iZAAAeJ+LFy/qoYce0s6dO1M817t3b82YMUN+fn5uSpY6m80mm82muLi4f37duHFDN27cUFRUlCIjI3X16lVdunRJ586d059//qkTJ05o37592rdvn8M/U3vrrbf0zjvvWPR3Yz/6HwAAsFdYWJhGjhypPXv23PXrefLkUd26ddWuXTt16tRJmTJlcnNCx8yePdvuN5ZWq1ZNW7ZsUXBwsLWhLEb3AwAA3mbWrFnq3bu3SzNmzpyZpj6Q5IiXXnrJqQ/xVK1aVbt27fLIEoBr166pbNmyOnv2rEP3fH19tXr1ajVu3NiiZAAAZFw//vij2rZtq7i4OIfuhYaGavTo0Xr22Wed+rC0VWJiYtS9e3d98803KZ7Lly+fNm3apNKlS7spmfXofwAAwJTIyEhVr17d6YdW+/j4aNOmTapbt67hZM7r3Lmzvv76a7vPV65cWTt27FBgYKCFqVxD/wMAAOnBzz//7NADYDZs2KAGDRpYmCh9ovsBAABXONslAgMDdfDgQRUvXtyCVOaFh4erZMmSunHjRqpnfX19tWXLFt1///1uSOYYuh+cxWOfAAAA0jh/f3/NnTtXoaGhDt+dOnWq/vjjDwtSpSw+Pl4DBgxweKmSv7+/5s+fz6JyAACQJly9etXlGZcvXzaQJP2aMWOGChcu7PC977//XmvXrrUgUeoGDRrk8LIiSZo+fTrLigAAMOjs2bNq2LBhqovKpVsLfvz9/eXj45Nmfvn6+srPz09BQUEKCQlRtmzZlC9fPhUrVkwVKlTQfffdp+bNm+vxxx/XwIEDNWbMGH399dfas2ePwz9Tk6QePXo484/ZOPofAABITXR0tLp27apOnTolu6hcks6fP69FixapZ8+eKlKkiN5++21dunTJjUntN3fuXD355JN2nb3nnnv0ww8/pPtF5RLdDwAAwNu89957qlatmsP3du/erVmzZpkPZIfhw4c7/IElSRo5ciQfWAIAwAl///23unXr5vCicunWh42fe+45NWzYUMePH7cgnePCw8PVtGnTVBeV58iRQytXrsxQi8ol+h8AADAnS5Ysmj9/vtN/Rmqz2fTkk08qOjracDLnrFmzxqFF5aGhoQoLC0vTi8ol+h8AAEgfwsLC7D5bsGBB1atXz8I06RfdDwAAuGLkyJEqV66cw/diYmI0YMAACxJZ47333rNrUbl063MKaXFRuUT3g/NYVg4AAJAOlChRQlOnTnX4XmxsrIYMGWJBopSNGDFCO3bscPje2LFj1bBhQwsSAQAAOO7vv/92ecb58+cNJEm/cuTIoa+++kp+fn4O3x0yZIhTH1xzxcyZM/Xdd985fG/gwIHq2rWrBYkAAPBOJ0+eVP369bVv3z5PR0kX6tatq5IlS3o6hiT6HwAASFl8fLwef/xxzZ0716F7Fy5c0DvvvKN77rlHr7/+eppaWj5jxgx1797drh6TL18+rVq1SgULFnRDMuvR/QAAALxLYGCg5s2bpyxZsjh8d9iwYYqIiLAgVfLWrl2riRMnOnzv0Ucf1dChQy1IBABAxvfBBx/oypUrLs3YtGmTqlSpok8//dRMKCetW7dO1atX1+bNm1M8V7BgQa1fv16VK1d2UzL3of8BAACTqlWrps8//9zp+wcPHtSgQYPMBXLSuXPn1L17d4fufP755ypTpoxFicyh/wEAgPRgwYIFdp/t0KGDfH1Zr3c3dD8AAOCK4OBgffnll/L393f47rJlyzR79mwLUpm1a9cuu/f9VapUSaNGjbI4kfPofnAW300BAACkE126dNHzzz/v8L0ff/xR06ZNsyDR3a1evVrvvvuuw/e6du3qkcXqAAAAyQkPD3d5xpkzZwwkSd8aNGig//3vfw7f++233/Tmm29akOju9uzZ41TfbtiwoT744AMLEgEA4J0OHTqk+vXr6+jRo56Okm707NnT0xESof8BAIDkfPjhh/r++++dvn/t2jWNHj1axYsX19tvv+32Nz3eKT4+Xi+++KL69eunhISEVM/nz59fa9asUalSpdyQzn3ofgAAAN6lbNmymj17tnx8fBy6d/bsWT399NMWpUrqzz//VPfu3e3q6ncqX768vvjiC4f//gAAwC1LliwxMufatWt66qmn1Lx5c504ccLITHtFRERowIABatasmf7+++8Uz5YvX17btm3LkIvKb6P/AQAAk5544gm98cYbTt+fPn265s2bZzCRY+Lj49W9e3edPXvW7jtvv/22HnvsMQtTmUX/AwAAadmOHTsc+nlhx44drQuTAdD9AACAK2rWrKmxY8c6dff555/XwYMHDScy58aNG+rbt6/i4+NTPZsrVy4tXrxYwcHBbkjmPLofnMGycgAAgHTkgw8+UKNGjRy+N3jwYO3bt898oP/Ys2ePOnToYNc3Wndq0aKFZs6caVEqAAAAx8XHxxv5oNPx48cd7kYZ0eDBg9WtWzeH740dO1arV6+2IFFif/75p1q1aqXIyEiH7lWtWlWLFy9WQECARckAAPAuu3fvVoMGDXT69GlPR0k3MmXKpE6dOnk6RhL0PwAA8F83btzQqFGjjMyKiIjQO++8o+LFi2v06NEO/zvdVadPn1bz5s01fvx4u84XLlxYGzduVMWKFS1O5hl0PwAAAO/Svn17p5ZKff311/r8888tSJRYRESEWrdu7fDDyYsUKaKVK1cqW7ZsFiUDACDjO3nypNF5q1evVoUKFfTmm29a/jPA+Ph4zZ49W+XLl9eUKVNS/fBznTp1tHnzZhUtWtTSXGkB/Q8AAJg0cuRIde3a1en7ffv21U8//WQwkf369++vlStX2n2+a9euGj58uIWJrEH/AwAAadWCBQvsPluwYEHVq1fPwjQZA90PAAC4YsiQIerRo4fD9yIiIvToo4/q8uXLFqRyXf/+/fXbb7+les7f319hYWEqXry4G1K5ju4HR7GsHAAAIB3x9/fXt99+q/Llyzt0Lzo6Wu3bt9fff/9tUTJp165datKkiSIiIhy6d99992nhwoV8yBsAAKQp+/bt082bN12ec/PmTe3du9dAovTv008/VcOGDR26Y7PZ1LVrVx06dMiiVLcWyjdo0EBnzpxx6F6JEiW0bNkyfmgNAIAhW7ZsUaNGjXTu3DlPR0lX2rRpk2b7CP0PAADcafXq1bp69arRmZcuXdLrr7+u4sWLa9y4cbp27ZrR+f+VkJCgKVOmqGLFilq3bp1dd6pWrapt27apdOnSlmbzNLofAACAdxkxYoSeeOIJh+8NHDhQW7ZssSDRLRcvXlTTpk3t+rDYnXLlyqWVK1eqcOHCFiUDAMA7+Pv7G58ZHR2tUaNGqXjx4nr33Xd15coV4/NnzpypsmXLqlevXnZ98Pmpp57SmjVrlDNnTqNZ0jL6HwAAMMXHx0czZ87UQw895NT96OhotWnTRkeOHDGcLGWvv/66Pv30U7vPP/LII5o1a5Z1gSxG/wMAAGlRWFiY3Wc7dOggHx8fC9NkHHQ/AADgiunTp6tOnToO3zt8+LAeffRRyx9a7aj33ntPs2fPTvWcr6+vZs6cqcaNG7shlTl0PziCZeUAAADpTM6cObV8+XIVLFjQoXt//PGHmjZtqvPnzxvPtGjRIjVu3FgXLlxw6N7999+v5cuXKyQkxHgmAAAAVyxcuNDYrK+//trYrPQsKChIixYt0r333uvQvXPnzqlJkyaWvKF48+bNqlOnjo4dO+bQvdKlS2vt2rXKnz+/8UwAAHij5cuXq0WLFsaXV3qDnj17ejpCsuh/AADgTn/88Ydlsy9cuKBXX31VRYsW1RtvvGHXQiFH2Gw2hYWFqVKlShowYIDdS9EfffRRbdq0ySve+Ej3AwAA8C4+Pj6aPXu2mjRp4tC969evq2XLltq+fbvxTPv371edOnW0c+dOh+7lzZtXq1evVrly5YxnAgDA21j5wL4LFy5o2LBhKliwoLp3765Vq1YpNjbWqVkxMTFav369+vXrpwIFCqhPnz46evRoqvdCQkL05Zdfavr06cqUKZNTr51e0f8AAIBJAQEBWrBggerXr+/U/b///luNGzd2+M8BnWGz2fTCCy9o9OjRdt9p0aKFwsLCLHmYj7vQ/wAAQFqza9cuHT9+3O7znTp1sjBNxkL3AwAArggKCtLSpUtVu3Zth+9u3rxZLVu2TDMLyz/44AO98cYbqZ67vai8W7dubkhlFt0PjmBZOQAAQDpUtGhRrVmzxuEPSO/bt0+NGjXSoUOHjOS4efOmXnzxRbVr187uD+Xf1qJFC61evVo5cuQwkgUAAMCUs2fP6sMPPzQ2b+rUqfrrr7+MzUvPsmfPrlWrVjn8A9/w8HA1atTI2A+vExISNG7cODVp0sTh/2yqVaumzZs3q1ixYkayAADg7b755hs9+uijun79uqejpDv58+dXixYtPB0jRfQ/AABwW1xcnOWvceXKFb333nsqVqyYOnbsqIULFyoqKsrpeSdOnNDIkSNVqlQpderUSfv377frnr+/v8aMGaNFixYpS5YsTr9+ekP3AwAA8C6BgYFavHix6tWr59C9a9eu6aGHHtKPP/5oLMvs2bNVu3Zthx+SVKxYMW3evFlVq1Y1lgUAAG/WvHlzy18jOjpac+bMUYsWLZQ7d261adNGo0eP1tKlS3XgwAFduXJFMTExio2N1eXLl3X69Gn9/PPPmjNnjt566y21aNFCOXLkUOPGjTVjxgy7H6hdoUIF/fzzz+nyA+em0P8AAIBJISEhWrZsmRo2bOjU/TNnzqhhw4b6/fffDSf7V2RkpJ544gl99NFHdt9p166dvv/+ewUFBVmWy13ofwAAIC1ZsGCB3WcLFSqkunXrWpgm46H7AQAAV2TLlk0rVqxwemF5vXr1dPLkSQuS2SchIUFDhgzRSy+9lOpZPz8/ffbZZ+rRo4cbklmD7gd7+dhsNpunQwAAAMA5hw4dUpMmTRQeHu7QvZCQEE2ePFk9e/Z0+rXXr1+vAQMG2P2h/Dv17NlT06dPV2BgoNOvDwAAYIXo6Gg1adLE+BMdGzdurKVLlypTpkxG56ZXf//9t5o0aeJwl/T399eoUaP0yiuvyMfHx6nX3r17t5599llt27bN4bsPPvig5s+fr2zZsjn12gAAILHp06frmWeeUUJCgqejpEsvvvii3n//fU/HsAv9DwAALF68WG3btnX76wYEBOi+++7T/fffr8qVK6tUqVIqWLCgcuXKpUyZMsnHx0eRkZGKiIjQ8ePH9ccff+iXX37R2rVrHX7DoySVKlVKs2fPVp06dSz4u0kf6H4AACCjmjVrlnr37u3SjJkzZ6pXr15mAqURkZGRat26tTZu3OjQPR8fHw0aNEhjxoxx+n2Ex44d0wsvvKAffvjB4bs1atTQ4sWLVahQIadeGwAAJPXHH3+oQoUKio+P93QUYwICAvTKK6/ozTffzBALJ02g/wEAAJOuX7+uNm3aaPXq1U7dz5Ili6ZOnaquXbsazfXbb7/piSee0MGDB+2+8/TTT2vy5Mny8/MzmsXT6H8AACAtKFWqlI4ePWrX2eeff14TJ060OFHGRPcDAACuuHr1qh555BFt2rTJ4bu5c+fWl19+qYceesiCZMkLDw9X7969tXLlylTPZs2aVfPnz3d7RqvQ/ZAaX08HAAAAgPPKli2rLVu2qHz58g7di4qKUq9evVS3bl0tW7bMobvbt2/Xo48+qsaNGzv8AfPAwEB98sknmjVrFovKAQBAmnPq1Ck1aNDA+KJySVq3bp1atGjh8ENmMqp8+fJp06ZNDj9tMy4uTq+99poqV66sefPmObTYdN++ferRo4dq1Kjh8LIiHx8fvfXWW1q6dCnLigAAMOTdd9/V008/zaJyF6Snp6/T/wAAQLNmzZQ1a1a3v25sbKy2bNmiDz74QD179lTdunVVvHhxZc2aVYGBgQoICFCOHDlUrFgxNWrUSP369dPUqVMdXlTu6+urQYMG6bfffvPqReUS3Q8AAMDbZMmSRcuXL1f79u0dumez2fThhx+qbNmymjp1qm7evGn33ZMnT+r5559XhQoVnPrA0lNPPaUtW7bwgSUAAAwrU6aMnnrqKU/HMOa+++7Trl27NGrUKBaV34H+BwAATMqcObOWLl3q9HvhIiMj1a1bN7Vv317Hjh1zOU9ERISGDBmimjVr2r2o3N/fXxMnTtTUqVMz3KJyif4HAAA879dff7V7UbkkderUycI0GRvdDwAAuCJbtmxas2aNnn32WYfvXrhwQS1btlSvXr106dIlC9IlFh8fr08//VQVK1a0a1F5iRIltH379gyzqFyi+yF1PjabzebpEAAAAHDN5cuX9dhjj2nt2rVO3S9Xrpxatmyp5s2bq1KlSsqTJ88/b6iNiIjQnj17tG7dOoWFhen333936jXKlCmjOXPmqFatWk7dBwAAsMr58+c1ffp0jR49WlFRUZa+VmhoqF599VX17dtX+fPnt/S10oObN2+qd+/emjdvnlP3ixUrppYtW6pFixaqXr268ubNq+DgYEnS9evXtX//fm3YsEELFy7U1q1bnXqNAgUK6PPPP89Qf3AAAIAn2Ww2DR48WBMnTvR0lHStatWq+vXXXz0dw2H0PwAAvNu7776rYcOGeTqGcfXr19fEiRNVrVo1T0dJU+h+AAAgo5k1a5Z69+7t0oyZM2eqV69eZgKlMQkJCXr55Zc1fvx4p+7ny5fvn/cw1q5dW/ny5VOWLFkk3eqWhw4d0qZNm7R48WKtWbPGqQdhZsuWTZMmTVL37t2dyggAAFJ37do11ahRQ4cPH/Z0FKflz59fw4cPV79+/eTr6+vpOGkW/Q8AAJj2zjvv6J133pGz608CAwPVtWtXDRgwQDVq1HDo7unTpzVlyhRNnTpVV65csftekSJFNG/ePNWtW9fBtOkP/Q8AAHjK66+/rtGjR9t1tlChQjp9+rR8fHwsTpWx0f0AAICrZs+erf79++vGjRsO382WLZsGDRqkQYMGKXv27EZzxcbGasGCBRoxYoTdDyt8/PHHNWXKFOXMmdNolrSC7ofksKwcAAAgg4iPj9dbb72l0aNHO/2GjDuFhoYqLi5O0dHRLs3x9fXV4MGDNWrUKGXKlMnlXAAAAPaw2WxKSEhQXFycbty4oevXr+vq1au6dOmS/vrrL508eVJ//PGHdu7cqV9++cWpH2i6wsfHR5UrV1atWrVUrlw53XPPPSpYsKBy5sypbNmyKXPmzMqUKZP8/Pzk5+fn1myeMGnSJL300kuKiYlxeVZISIgkGVk836NHD02cONH4H2IAAOCt4uLi1KtXL3311VeejpLujR8/XoMHD/Z0DKfR/wAA8E6xsbFq1KiR04ul05qKFSvqnXfeUYcOHTwdJU2j+wEAgIyCZeX2WbBggfr27auIiAiXZwUHB8vf31+RkZEuvyeyVatWmj59ugoVKuRyLgAAkLIjR46obt26OnfunKejOCR79ux6+eWXNWjQIGXOnNnTcdIN+h8AADBp5cqV6tWrl86ePevSnJIlS6ply5a6//77Va5cORUtWlShoaEKCAhQRESELl68qP379+vXX3/V0qVLtWPHDof7R7du3fTRRx8pR44cLmVNb+h/AADA3cqUKWP3wxFfeOEFTZgwwdpAXoTuBwAAXLF//371799fmzZtcup+lixZ1KFDB/Xs2VMNGjRweu9KQkKCtm/frkWLFumLL77Q33//bde9PHny6JNPPvGaz4vQ/fBfLCsHAADIYFavXq0nn3xSJ0+e9HQU1a5dW5MmTVKtWrU8HQUAAHiREydOqHjx4p6OYUzDhg21fv16T8ew3C+//KJevXppz549no6icuXKaeLEiWrRooWnowAAkKEMHz5cI0aM8HSMdM/f319//vmn8ubN6+koLqH/AQDgnS5evKjGjRuniQ7grOrVq+vVV19Vx44d5ePj4+k46QLdDwAAZAQsK7ff0aNH1adPH23cuNHTUVSoUCH973//U+fOnT0dBQAAr3Lo0CG1aNFCp06d8nSUVOXKlUv9+/fXiy++6HWLJk2h/wEAAJMuXLigfv366bvvvvN0lLsqXbq0PvroIz300EOejuIx9D8AAOAuv/32m6pWrWr3+S1btqhOnTrWBfJCdD8AAOAKm82mmTNn6pVXXtHFixednpM1a1bVq1dPderUUdmyZVW6dGnly5dPISEhCgkJUVxcnKKjoxUREaEzZ87o1KlT2r9/v3bu3KmffvrJodcOCAhQv3799Pbbbyt37txOZ06P6H64k6+nAwAAAMCsZs2aae/evXr++efl7+/vkQyFCxfWrFmztG3bNhaVAwAAwC7Vq1fXrl27NGLECGXOnNkjGXLmzKnx48fr999/Z1kRAAAWuHr1qqcjZAgPPvhgul9ULtH/AADwVrly5dLGjRvVrFkzT0dxSFBQkB5//HFt2rRJu3btUqdOnVhU7gC6HwAAgHcpWbKk1q9frylTpihnzpweyZA5c2YNGzZMhw4d4gNLAAB4QNmyZbVjxw41atTI01GSVb58eU2ZMkWnTp3SqFGjWFTuAvofAAAwKXfu3Fq4cKGWL1+u8uXLezrOP/LmzauJEydq3759Xr2oXKL/AQAA9wkLC7P7bOHChfXAAw9YmMY70f0AAIArfHx81KdPH/3xxx964403nP4z2YiICC1dulTDhg1Tx44dVbVqVRUoUEBZs2aVn5+fgoKClD17dhUtWlR16tTRE088oREjRmjp0qV2Lyr38fFRly5ddPDgQX388cdet6hcovshMZaVAwAAZEBZsmT5540P7du3d9sH5YsUKaLJkyfryJEj6tmzJx/QBwAAgEMCAgL05ptv6vDhw+rbt68CAgLc8rq5cuXSu+++qxMnTmjw4MFue10AAABn9OzZ09MRjKH/AQDgnbJnz64VK1bo3XffVXBwsKfjJMvX11f169fXJ598orNnz+rrr79WvXr1PB0r3aL7AQAAeBcfHx8988wzOnr0qF566SW3PbQmJCREL7/8sk6cOKGRI0cqJCTELa8LAACSyps3r9asWaNJkyYpa9asno4jScqaNauefPJJbd26Vfv379czzzzjsYfrZTT0PwAAYNqDDz6o33//XdOmTVOZMmU8lqNEiRL66KOPdOLECT3//PP8eeP/o/8BAAB3WLBggd1nH3vsMfabWITuBwAAXJUzZ06NGjVKp06d0gcffKDChQt7OtI/cufOrZdeekmHDx/WV199pRIlSng6kkfR/XCbj81ms3k6BAAAAKx18OBBjR8/XnPnzlVUVJTx+Q0aNNAzzzyj9u3bKzAw0Ph8AAAAR5w4cULFixf3dAxjGjZsqPXr13s6hkecPn1aEyZM0KxZs3Tp0iXj86tXr67+/furS5cu/LAaAAA3GDRokCZOnOjpGOla9uzZ9ddffykoKMjTUSxB/wMAwPucPHlS48aN05dffqlr1655Oo7y5s2rRo0aqWXLlnr44YeVO3duT0fKsOh+AAAgvZk1a5Z69+7t0oyZM2eqV69eZgKlMxcvXtTkyZM1bdo0hYeHG59fpkwZPf300+rVq5dy5sxpfD4AAHDNlStX9NFHH2n69On6888/3fraefPmVevWrdWhQwc1b96czzu4Cf0PAACYZLPZ9P3332vy5Mlau3at4uLiLH29kJAQPfzww+rdu7datGjB0ks70P8AAIBpe/bsUeXKle0+v2XLFtWpU8fCRLiN7gcAAFyVkJCg9evXa/78+Vq4cKEuXLjg1tfPkiWLmjdvrscee0wdOnTIsJ/XNYHu571YVg4AAOBFoqKitHDhQi1cuFBr165VRESEU3N8fHxUo0YNtW/fXo899phKly5tOCkAAADwr5iYGP34448KCwvTqlWrXPrDhgoVKqh9+/bq0KGDqlatai4kAAAAjKH/AQDgfaKiorR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      "text/plain": [
       "<Figure size 6000x3600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.interpolate import UnivariateSpline\n",
    "\n",
    "# 设置字体 中文为宋体，英文为新罗马\n",
    "plt.rcParams['font.family']=[\"Times New Roman\",\"SimSun\"]\n",
    "# 设置公式字体\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"Times New Roman\", \"SimSun\", \"Arial\", \"SimHei\"]  \n",
    "plt.rcParams[\"mathtext.fontset\"]=\"custom\"\n",
    "\n",
    "# 读取CSV文件count\n",
    "df = pd.read_excel(r\"D:\\Lenovo\\Desktop\\云南大学\\毕业设计\\毕设数据\\输出数据\\csv\\非参数空间自相关结果\\汇总\\SMCI.xlsx\")\n",
    "\n",
    "# 提取X列和Y列数据\n",
    "x = df['k-neighbor'].loc[4:].values  # x轴为距离列/邻居数列\n",
    "y_columns = df[[2001,2005,2010,2015,2020]].loc[4:] # 获取所有y轴变量，y轴是协方差函数值列\n",
    "\n",
    "\n",
    "# 创建图表\n",
    "plt.figure(figsize=(10, 6),dpi=600)\n",
    "# 折线颜色表\n",
    "colormap=[\"#a5a58b\",\"#de7a60\",\"#3e3f5b\",\"#81b19b\",\"#f0c986\"]\n",
    "# 为每个Y列绘制平滑曲线\n",
    "for i,column in enumerate(y_columns):\n",
    "    y = df[column].values\n",
    "    \n",
    "    # 按X值排序数据（如果原始数据未排序）\n",
    "    sorted_indices = np.argsort(x)\n",
    "    x_sorted = x[sorted_indices]\n",
    "    y_sorted = y[sorted_indices]\n",
    "    \n",
    "    # 使用UnivariateSpline进行平滑（调整s参数控制平滑度）\n",
    "    spline = UnivariateSpline(x_sorted, y_sorted, s=0.2)  # s值越大越平滑\n",
    "    \n",
    "    # 生成密集的X值用于绘制平滑曲线\n",
    "    x_smooth = np.linspace(x_sorted.min(), x_sorted.max(), 500)\n",
    "    y_smooth = spline(x_smooth)\n",
    "    y=spline(x)\n",
    "    \n",
    "    plt.plot(x, y, label=column,color=colormap[i],linewidth=2)\n",
    "    # 寻找首次与y=0的交点\n",
    "    roots = spline.roots()\n",
    "    valid_roots = roots[(roots >= x_sorted.min()) & (roots <= x_sorted.max())]\n",
    "    if valid_roots.size > 0:\n",
    "        first_root = valid_roots[0]\n",
    "        plt.plot(first_root, 0, 'o',color=colormap[i], markersize=5)\n",
    "        plt.plot(first_root, 0, 'o',color=colormap[i], markersize=10,alpha=0.4)\n",
    "\n",
    "# 添加图表元素\n",
    "# plt.title('Correlogram',fontsize=15) \n",
    "# plt.xlabel('Euclidean Distance(km)',fontsize=15)\n",
    "plt.xlabel('近邻要素数（个）',fontsize=25)\n",
    "plt.ylabel('非参数空间协方差系数',fontsize=25) #此处需要根据分析变量的不同调整命名\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.ylim(-0.1,1.3)\n",
    "plt.xticks(fontsize=25)\n",
    "plt.yticks(fontsize=25)\n",
    "# plt.legend(fontsize=18,loc='best') #放置图例\n",
    "plt.axhline(y=0,color='black',linestyle='--',alpha=0.3) #绘制参考线\n",
    "# 自定义图例\n",
    "# handles, labels = plt.gca().get_legend_handles_labels()\n",
    "# marker_proxy = plt.Line2D([0], [0], linestyle='none', marker='o', \n",
    "#                          markersize=10, markerfacecolor='black',\n",
    "#                          markeredgecolor='black', label='首次到达y=0')\n",
    "# handles.append(marker_proxy)\n",
    "# plt.legend(handles=handles, fontsize=15, loc='best')\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "myenv2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
